Анализ сайта https://michaelkamp.org/

Домен

michaelkamp.org

Состояние доменного имени ?

Домен второго уровня идеален для продвижения.

Отличный запоминающийся домен.

Ответ сервера

200 Успешный ответ

HTTP-код ответа и цепочка редиректов ?

Сервер настроен корректно.

Безопасность

Сайт безопасен

Использование HTTPS и SSL-сертификат ?

На сайте работает защищенный протокол ssl и сайт открывается по https.

Ssl-сертификат действителен до 04.10.2026 22:45:22.

Поздравляем! Сайт не содержится в реестре РКН.

Кодировка

UTF-8

Кодировка символов страницы ?

Указана кодировка на странице UTF-8.

Язык

en-US

Атрибут lang в HTML-теге ?

Язык документа указан явно: en-US.

Скорость загрузки

~0,94сек

Время отклика сервера (TTFB) ?

Скорость загрузки сайта 0,94сек оптимальна.

Объем документа

75Кб

Размер HTML-кода страницы ?

Объем html-документа 75Кб оптимален.

Структура html-документа корректна.

Ресурсы

Ресурсы: 11

Внешние ресурсы страницы (CSS, JS, изображения) ?

Кол-во файлов ресурсов 11 много для одной страницы. Приемлемо до 10. Проведите оптимизацию файлов ресурсов!

Показать полный список ресурсов

Тип	Название	Значение
stylesheet		https://michaelkamp.org/wp-content/plugins/wp-quicklatex/css/quicklatex-format.css?ver=7.1
stylesheet		//fonts.googleapis.com/css?family=Lato%3A300%2C400&subset=latin%2Clatin-ext
stylesheet		https://michaelkamp.org/wp-content/themes/suits/style.css?ver=2020-09-16
stylesheet		https://michaelkamp.org/wp-content/plugins/teachpress/styles/teachpress_front.css?ver=9.0.12&ver=7.1
stylesheet		https://michaelkamp.org/wp-content/plugins/teachpress/includes/academicons/css/academicons.min.css?ver=7.1
stylesheet		https://michaelkamp.org/wp-content/plugins/teachpress/includes/fontawesome/css/all.min.css?ver=7.1
js		https://michaelkamp.org/wp-includes/js/jquery/jquery.js?ver=3.7.1
js		https://michaelkamp.org/wp-includes/js/jquery/jquery-migrate.js?ver=3.4.1
js		https://michaelkamp.org/wp-content/plugins/wp-quicklatex/js/wp-quicklatex-frontend.js?ver=1.0
js	text/javascript	https://michaelkamp.org/wp-content/plugins/teachpress/js/frontend.js?ver=9.0.12
js		https://michaelkamp.org/wp-content/themes/suits/js/functions.js?ver=2017-09-25

Исправить

Серверные заголовки

Кол-во: 4

HTTP-заголовки ответа сервера ?

Найдены серверные заголовки 4шт. Подробнее про серверные заголовки.

Показать полный список серверных заголовков

Ключ	Значение
Server	nginx
Date	Sun, 23 Aug 2026 10:27:40 GMT
Vary	Accept-Encoding
Link	<https://michaelkamp.org/index.php?rest_route=/>; rel="https://api.w.org/", <https://michaelkamp.org/index.php?rest_route=/wp/v2/pages/7>; rel="alternate"; title="JSON"; type="application/json", <https://michaelkamp.org/>; rel=shortlink

CMS

WordPress

Система управления сайтом (движок) ?

Сайт работает на CMS WordPress.

Веб-сервер

nginx

Программное обеспечение сервера ?

Сайт работает на веб-сервере nginx.

Title

Michael Kamp

Заголовок страницы в браузере и поисковой выдаче ?

Необходимо увеличить число символов в title (текущее значение мало: 12, минимум: 25, оптимально: от 40 до 45)

Дублей словоформ в title не найдено.

Исправить

Description

Описание страницы в поисковой выдаче (сниппет) ?

Установите мета-тег description!

Исправить

Keywords

Список ключевых слов страницы (устаревший тег) ?

Установите мета-тег keywords!

Исправить

Канонический Url

https://michaelkamp.org/

Указывает поисковику основную версию страницы ?

Канонический Url прописан корректно.

Robots

Есть ошибки

Директивы для поисковых роботов на уровне страницы ?

Meta-тег robots указан, но в нем содержится неизвестное значение...

Исправить

Адаптивность

width=device-width

Настройка масштабирования на мобильных устройствах ?

Meta-тег viewport со значением-константой width=device-width задаёт ширину страницы в соответствии с размером экрана.

Разметка OpenGraph

Не найдено

Мета-теги для красивых превью в соцсетях ?

Разметка OpenGraph не задана. Страница не оптимизирована под социальные сети. Мета-теги с разметкой Og помогают социальным роботам лучше структурировать Ваш сайт.

Исправить

Все мета-теги

Кол-во: 4

Полный список мета-тегов страницы ?

Найдены мета-теги 4шт. Мета-теги не видимы для человека и предназначены для обмена информацией между веб-страницей и поисковыми системами, браузерами и другими веб-службами. С ними роботы 🤖 и устройства ведут себя более ожидаемо.

Показать полный список мета-тегов

Тип	Название	Значение
name	viewport	width=device-width
name	robots	max-image-preview:large
name	generator	WordPress 7.1
name	msapplication-TileImage	https://michaelkamp.org/wp-content/uploads/2024/12/cropped-michaelkamp_bw_web-1-270x270.png

Структура

Ошибок нет

Семантические HTML-элементы страницы ?

Структура документа корректна (теги <html> и <body> присутствуют в единственном экземпляре).

Контент

Есть ошибки

Объём и качество текстового содержимого ?

Слова из title 2 встречаются в тексте редко. Добавьте в контент страницы слова из тега <title>!

Абзацев с текстом 12 достаточно.

Среднее число слов в абзаце 68 достаточно.

Кол-во знаков контента 7528 на странице оптимально.

Кол-во слов 1114 на странице оптимально.

Исправить

Заголовки

Ошибок нет

Иерархия заголовков H1–H6 ?

На странице присутствуют заголовки <h1> 1. Это прекрасно.

На странице присутствуют заголовки <h2> 5. Это хорошо.

На странице присутствуют заголовки <h3> 6.

Тошнота

5,92

Насколько одно слово доминирует в тексте ?

Тошнота превышает норму 3. Измените текст страницы!

Исправить

Академич. тошнота

26,12%

Насколько текст перенасыщен ключевыми словами ?

Академическая тошнота превышает норму 5-15%. Измените текст страницы!

Исправить

Семантическое ядро

20

Наиболее часто встречающиеся слова на странице ?

Контент страницы содержит осмысленный текст и слова.

Показать список слов

Слово	Кол-во	Частота
learning	35	3,14%
machine	14	1,26%
research	13	1,17%
federated	12	1,08%
university	8	0,72%
artificial	7	0,63%
intelligence	7	0,63%
trustworthy	7	0,63%
institute	6	0,54%
privacy	6	0,54%
medicine	5	0,45%
causal	5	0,45%
received	5	0,45%
michael	4	0,36%
dortmund	4	0,36%
member	4	0,36%
lamarr	4	0,36%
medical	4	0,36%
systems	4	0,36%
published	4	0,36%

Индексирование

Ошибок нет

Разрешено ли индексирование страницы ?

Анкоров на странице 72 оптимально. Поисковые роботы обязательно проиндексируют сайт.

Robots.txt

Найден корректный robots.txt

Файл управления сканированием сайта роботами ?

Robots.txt настроен корректно. Размер файла: 76963 байт. Загружен за: 2сек.

Проверяемая страница не запрещена в robots.txt.

Robots.txt доступен по постоянному адресу

Показать содержимое robots.txt

<!DOCTYPE html>
<html lang="en-US">
<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width">
	<link rel="profile" href="http://gmpg.org/xfn/11">
	<link rel="pingback" href="https://michaelkamp.org/xmlrpc.php">
	<title>Michael Kamp</title>
<meta name='robots' content='max-image-preview:large' />
<link rel='dns-prefetch' href='//fonts.googleapis.com' />
<link rel="alternate" type="application/rss+xml" title="Michael Kamp &raquo; Feed" href="https://michaelkamp.org/?feed=rss2" />
<link rel="alternate" type="application/rss+xml" title="Michael Kamp &raquo; Comments Feed" href="https://michaelkamp.org/?feed=comments-rss2" />
<link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://michaelkamp.org/index.php?rest_route=%2Foembed%2F1.0%2Fembed&#038;url=https%3A%2F%2Fmichaelkamp.org%2F" />
<link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://michaelkamp.org/index.php?rest_route=%2Foembed%2F1.0%2Fembed&#038;url=https%3A%2F%2Fmichaelkamp.org%2F&#038;format=xml" />
<style id="wp-img-auto-sizes-contain-inline-css">
img:is([sizes=auto i],[sizes^="auto," i]){contain-intrinsic-size:3000px 1500px}
/*# sourceURL=wp-img-auto-sizes-contain-inline-css */
</style>
<link rel='stylesheet' id='wp-quicklatex-format-css' href='https://michaelkamp.org/wp-content/plugins/wp-quicklatex/css/quicklatex-format.css?ver=7.1' media='all' />
<style id="wp-emoji-styles-inline-css">

	img.wp-smiley, img.emoji {
		display: inline !important;
		border: none !important;
		box-shadow: none !important;
		height: 1em !important;
		width: 1em !important;
		margin: 0 0.07em !important;
		vertical-align: -0.1em !important;
		background: none !important;
		padding: 0 !important;
	}
/*# sourceURL=wp-emoji-styles-inline-css */
</style>
<style id="wp-block-library-inline-css">
/**
 * Colors
 */
/**
 * Typography
 */
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
/**
 * Breakpoints & Media Queries
 */
/**
*  Converts a hex value into the rgb equivalent.
*
* @param {string} hex - the hexadecimal value to convert
* @return {string} comma separated rgb values
*/
/**
 * Long content fade mixin
 *
 * Creates a fading overlay to signify that the content is longer
 * than the space allows.
 */
/**
 * Breakpoint mixins
 */
/**
 * Focus styles.
 */
/**
 * Standard focus rings for the WordPress Design System.
 *
 * Apply `outset-ring__focus` inside the relevant pseudo-class at the call site,
 * e.g. `&:focus { @include outset-ring__focus(); }`.
 */
/**
 * Applies editor left position to the selector passed as argument
 */
/**
 * Styles that are reused verbatim in a few places
 */
/**
 * Allows users to opt-out of animations via OS-level preferences.
 */
/**
 * Reset default styles for JavaScript UI based pages.
 * This is a WP-admin agnostic reset
 */
/**
 * Reset the WP Admin page styles for Gutenberg-like pages.
 */
/**
 * Creates a checkerboard pattern background to indicate transparency.
 * @param {String} $size - The size of the squares in the checkerboard pattern. Default is 12px.
 */
:root {
  --wp-block-synced-color: #7a00df;
  --wp-block-synced-color--rgb: 122, 0, 223;
  --wp-bound-block-color: var(--wp-block-synced-color);
  --wp-editor-canvas-background: #ddd;
  --wp-admin-theme-color: #007cba;
  --wp-admin-theme-color--rgb: 0, 124, 186;
  --wp-admin-theme-color-darker-10: rgb(0, 107, 160.5);
  --wp-admin-theme-color-darker-10--rgb: 0, 107, 160.5;
  --wp-admin-theme-color-darker-20: #005a87;
  --wp-admin-theme-color-darker-20--rgb: 0, 90, 135;
  --wp-admin-border-width-focus: 2px;
}
@media (min-resolution: 192dpi) {
  :root {
    --wp-admin-border-width-focus: 1.5px;
  }
}

/**
 * Element styles.
 */
.wp-element-button {
  cursor: pointer;
}

:root .has-very-light-gray-background-color {
  background-color: #eee;
}
:root .has-very-dark-gray-background-color {
  background-color: #313131;
}
:root .has-very-light-gray-color {
  color: #eee;
}
:root .has-very-dark-gray-color {
  color: #313131;
}
:root {
  /* stylelint-disable @stylistic/function-comma-space-after -- We can not use spacing because of WP multi site kses rule. */
}
:root .has-vivid-green-cyan-to-vivid-cyan-blue-gradient-background {
  background: linear-gradient(135deg, rgb(0, 208, 132) 0%, rgb(6, 147, 227) 100%);
}
:root .has-purple-crush-gradient-background {
  background: linear-gradient(135deg, rgb(52, 226, 228) 0%, rgb(71, 33, 251) 50%, rgb(171, 29, 254) 100%);
}
:root .has-hazy-dawn-gradient-background {
  background: linear-gradient(135deg, rgb(250, 172, 168) 0%, rgb(218, 208, 236) 100%);
}
:root .has-subdued-olive-gradient-background {
  background: linear-gradient(135deg, rgb(250, 250, 225) 0%, rgb(103, 166, 113) 100%);
}
:root .has-atomic-cream-gradient-background {
  background: linear-gradient(135deg, rgb(253, 215, 154) 0%, rgb(0, 74, 89) 100%);
}
:root .has-nightshade-gradient-background {
  background: linear-gradient(135deg, rgb(51, 9, 104) 0%, rgb(49, 205, 207) 100%);
}
:root .has-midnight-gradient-background {
  background: linear-gradient(135deg, rgb(2, 3, 129) 0%, rgb(40, 116, 252) 100%);
}
:root {
  /* stylelint-enable @stylistic/function-comma-space-after */
  --wp--preset--font-size--normal: 16px;
  --wp--preset--font-size--huge: 42px;
}

.has-regular-font-size {
  font-size: 1em;
}

.has-larger-font-size {
  font-size: 2.625em;
}

.has-normal-font-size {
  font-size: var(--wp--preset--font-size--normal);
}

.has-huge-font-size {
  font-size: var(--wp--preset--font-size--huge);
}

:root .has-text-align-center {
  text-align: center;
}

:root .has-text-align-left {
  /*rtl:ignore*/
  text-align: left;
}

:root .has-text-align-right {
  /*rtl:ignore*/
  text-align: right;
}

.has-fit-text {
  white-space: nowrap !important;
}

#end-resizable-editor-section {
  display: none;
}

.aligncenter {
  clear: both;
}

.items-justified-left {
  justify-content: flex-start;
}

.items-justified-center {
  justify-content: center;
}

.items-justified-right {
  justify-content: flex-end;
}

.items-justified-space-between {
  justify-content: space-between;
}

.screen-reader-text {
  border: 0;
  clip-path: inset(50%);
  height: 1px;
  margin: -1px;
  overflow: hidden;
  padding: 0;
  position: absolute;
  width: 1px;
  word-wrap: normal !important;
  word-break: normal !important;
}

.screen-reader-text:focus {
  background-color: #ddd;
  clip-path: none;
  color: #444;
  display: block;
  font-size: 1em;
  height: auto;
  left: 5px;
  line-height: normal;
  padding: 15px 23px 14px;
  text-decoration: none;
  top: 5px;
  width: auto;
  z-index: 100000;
}

/**
 * The following provide a simple means of applying a default border style when
 * a user first makes a selection in the border block support panel.
 * This prevents issues such as where the user could set a border width
 * and see no border due there being no border style set.
 *
 * This is intended to be removed once intelligent defaults can be set while
 * making border selections via the block support.
 *
 * See: https://github.com/WordPress/gutenberg/pull/33743
 */
html :where(.has-border-color) {
  border-style: solid;
}

html :where([style^=border-color],
[style*=";border-color"],
[style*="; border-color"]) {
  border-style: solid;
}

html :where([style^=border-top-color],
[style*=";border-top-color"],
[style*="; border-top-color"]) {
  border-top-style: solid;
}

html :where([style^=border-right-color],
[style*=";border-right-color"],
[style*="; border-right-color"]) {
  /*rtl:ignore*/
  border-right-style: solid;
}

html :where([style^=border-bottom-color],
[style*=";border-bottom-color"],
[style*="; border-bottom-color"]) {
  border-bottom-style: solid;
}

html :where([style^=border-left-color],
[style*=";border-left-color"],
[style*="; border-left-color"]) {
  /*rtl:ignore*/
  border-left-style: solid;
}

html :where([style^=border-width],
[style*=";border-width"],
[style*="; border-width"]) {
  border-style: solid;
}

html :where([style^=border-top-width],
[style*=";border-top-width"],
[style*="; border-top-width"]) {
  border-top-style: solid;
}

html :where([style^=border-right-width],
[style*=";border-right-width"],
[style*="; border-right-width"]) {
  /*rtl:ignore*/
  border-right-style: solid;
}

html :where([style^=border-bottom-width],
[style*=";border-bottom-width"],
[style*="; border-bottom-width"]) {
  border-bottom-style: solid;
}

html :where([style^=border-left-width],
[style*=";border-left-width"],
[style*="; border-left-width"]) {
  /*rtl:ignore*/
  border-left-style: solid;
}

/**
 * Provide baseline responsiveness for images.
 */
html :where(img[class*=wp-image-]) {
  height: auto;
  max-width: 100%;
}

/**
 * Reset user agent styles for figure element margins.
 */
:where(figure) {
  margin: 0 0 1em 0;
}

html :where(.is-position-sticky) {
  --wp-admin--admin-bar--position-offset: var(--wp-admin--admin-bar--height, 0px);
}

@media screen and (max-width: 600px) {
  html :where(.is-position-sticky) {
    --wp-admin--admin-bar--position-offset: 0px;
  }
}

/*# sourceURL=/wp-includes/css/dist/block-library/common.css */
</style>
<style id="wp-block-heading-inline-css">
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Colors
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
h1:where(.wp-block-heading).has-background,
h2:where(.wp-block-heading).has-background,
h3:where(.wp-block-heading).has-background,
h4:where(.wp-block-heading).has-background,
h5:where(.wp-block-heading).has-background,
h6:where(.wp-block-heading).has-background {
  padding: 1.25em 2.375em;
}
h1.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]), h1.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]),
h2.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]),
h2.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]),
h3.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]),
h3.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]),
h4.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]),
h4.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]),
h5.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]),
h5.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]),
h6.has-text-align-right[style*=writing-mode]:where([style*=vertical-rl]),
h6.has-text-align-left[style*=writing-mode]:where([style*=vertical-lr]) {
  rotate: 180deg;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/heading/style.css */
</style>
<style id="wp-block-list-inline-css">
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Colors
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
ol,
ul {
  box-sizing: border-box;
}

:root :where(.wp-block-list.has-background) {
  padding: 1.25em 2.375em;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/list/style.css */
</style>
<style id="wp-block-paragraph-inline-css">
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Colors
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
.is-small-text {
  font-size: 0.875em;
}

.is-regular-text {
  font-size: 1em;
}

.is-large-text {
  font-size: 2.25em;
}

.is-larger-text {
  font-size: 3em;
}

.has-drop-cap:not(:focus)::first-letter {
  float: left;
  font-size: 8.4em;
  line-height: 0.68;
  font-weight: 100;
  margin: 0.05em 0.1em 0 0;
  text-transform: uppercase;
  font-style: normal;
}

body.rtl .has-drop-cap:not(:focus)::first-letter {
  float: initial;
  margin-left: 0.1em;
}

p.has-drop-cap.has-background {
  overflow: hidden;
}

:root :where(p.has-background) {
  padding: 1.25em 2.375em;
}

:where(p.has-text-color:not(.has-link-color)) a {
  color: inherit;
}

p.has-text-align-right[style*="writing-mode:vertical-rl"],
p.has-text-align-left[style*="writing-mode:vertical-lr"] {
  rotate: 180deg;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/paragraph/style.css */
</style>
<style id="wp-block-post-featured-image-inline-css">
/**
 * Colors
 */
.wp-block-post-featured-image {
  margin-left: 0;
  margin-right: 0;
}
.wp-block-post-featured-image a {
  display: block;
  height: 100%;
}
.wp-block-post-featured-image :where(img) {
  max-width: 100%;
  width: 100%;
  height: auto;
  vertical-align: bottom;
  box-sizing: border-box;
}
.wp-block-post-featured-image.alignwide img, .wp-block-post-featured-image.alignfull img {
  width: 100%;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim {
  position: absolute;
  inset: 0;
  background-color: #000;
}
.wp-block-post-featured-image {
  position: relative;
}

.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-gradient {
  background-color: transparent;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-0 {
  opacity: 0;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-10 {
  opacity: 0.1;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-20 {
  opacity: 0.2;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-30 {
  opacity: 0.3;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-40 {
  opacity: 0.4;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-50 {
  opacity: 0.5;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-60 {
  opacity: 0.6;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-70 {
  opacity: 0.7;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-80 {
  opacity: 0.8;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-90 {
  opacity: 0.9;
}
.wp-block-post-featured-image .wp-block-post-featured-image__overlay.has-background-dim-100 {
  opacity: 1;
}
.wp-block-post-featured-image:where(.alignleft, .alignright) {
  width: 100%;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/post-featured-image/style.css */
</style>
<style id="wp-block-post-template-inline-css">
/**
 * Breakpoints & Media Queries
 */
/**
 * Typography
 */
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Colors
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
/**
*  Converts a hex value into the rgb equivalent.
*
* @param {string} hex - the hexadecimal value to convert
* @return {string} comma separated rgb values
*/
/**
 * Long content fade mixin
 *
 * Creates a fading overlay to signify that the content is longer
 * than the space allows.
 */
/**
 * Breakpoint mixins
 */
/**
 * Focus styles.
 */
/**
 * Standard focus rings for the WordPress Design System.
 *
 * Apply `outset-ring__focus` inside the relevant pseudo-class at the call site,
 * e.g. `&:focus { @include outset-ring__focus(); }`.
 */
/**
 * Applies editor left position to the selector passed as argument
 */
/**
 * Styles that are reused verbatim in a few places
 */
/**
 * Allows users to opt-out of animations via OS-level preferences.
 */
/**
 * Reset default styles for JavaScript UI based pages.
 * This is a WP-admin agnostic reset
 */
/**
 * Reset the WP Admin page styles for Gutenberg-like pages.
 */
/**
 * Creates a checkerboard pattern background to indicate transparency.
 * @param {String} $size - The size of the squares in the checkerboard pattern. Default is 12px.
 */
.wp-block-post-template {
  margin-top: 0;
  margin-bottom: 0;
  max-width: 100%;
  list-style: none;
  padding: 0;
  box-sizing: border-box;
}
.wp-block-post-template.is-flex-container {
  flex-direction: row;
  display: flex;
  flex-wrap: wrap;
  gap: 1.25em;
}
.wp-block-post-template.is-flex-container > li {
  margin: 0;
  width: 100%;
}
@media (min-width: 600px) {
  .wp-block-post-template.is-flex-container.is-flex-container.columns-2 > li {
    width: calc(100% / 2 - 1.25em + 1.25em / 2);
  }
  .wp-block-post-template.is-flex-container.is-flex-container.columns-3 > li {
    width: calc(100% / 3 - 1.25em + 1.25em / 3);
  }
  .wp-block-post-template.is-flex-container.is-flex-container.columns-4 > li {
    width: calc(100% / 4 - 1.25em + 1.25em / 4);
  }
  .wp-block-post-template.is-flex-container.is-flex-container.columns-5 > li {
    width: calc(100% / 5 - 1.25em + 1.25em / 5);
  }
  .wp-block-post-template.is-flex-container.is-flex-container.columns-6 > li {
    width: calc(100% / 6 - 1.25em + 1.25em / 6);
  }
}

@media (max-width: 600px) {
  .wp-block-post-template-is-layout-grid[class*=columns-]:not(.has-native-responsive-grid) {
    grid-template-columns: 1fr;
  }
}
.wp-block-post-template-is-layout-constrained > li > .alignright,
.wp-block-post-template-is-layout-flow > li > .alignright {
  float: right;
  margin-inline-start: 2em;
  margin-inline-end: 0;
}

.wp-block-post-template-is-layout-constrained > li > .alignleft,
.wp-block-post-template-is-layout-flow > li > .alignleft {
  float: left;
  margin-inline-start: 0;
  margin-inline-end: 2em;
}

.wp-block-post-template-is-layout-constrained > li > .aligncenter,
.wp-block-post-template-is-layout-flow > li > .aligncenter {
  margin-inline-start: auto;
  margin-inline-end: auto;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/post-template/style.css */
</style>
<style id="wp-block-post-title-inline-css">
.wp-block-post-title {
  word-break: break-word;
  box-sizing: border-box;
}
.wp-block-post-title :where(a) {
  display: inline-block;
  font-family: inherit;
  font-size: inherit;
  font-style: inherit;
  font-weight: inherit;
  letter-spacing: inherit;
  line-height: inherit;
  text-decoration: inherit;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/post-title/style.css */
</style>
<style id="wp-block-columns-inline-css">
/**
 * Breakpoints & Media Queries
 */
/**
 * Typography
 */
/**
 * SCSS Variables.
 *
 * Please use variables from this sheet to ensure consistency across the UI.
 * Don't add to this sheet unless you're pretty sure the value will be reused in many places.
 * For example, don't add rules to this sheet that affect block visuals. It's purely for UI.
 */
/**
 * Colors
 */
/**
 * Fonts & basic variables.
 */
/**
 * Typography
 */
/**
 * Grid System.
 * https://make.wordpress.org/design/2019/10/31/proposal-a-consistent-spacing-system-for-wordpress/
 */
/**
 * Radius scale.
 */
/**
 * Elevation scale.
 */
/**
 * Dimensions.
 */
/**
 * Mobile specific styles
 */
/**
 * Editor styles.
 */
/**
 * Block & Editor UI.
 */
/**
 * Block paddings.
 */
/**
 * React Native specific.
 * These variables do not appear to be used anywhere else.
 */
/**
*  Converts a hex value into the rgb equivalent.
*
* @param {string} hex - the hexadecimal value to convert
* @return {string} comma separated rgb values
*/
/**
 * Long content fade mixin
 *
 * Creates a fading overlay to signify that the content is longer
 * than the space allows.
 */
/**
 * Breakpoint mixins
 */
/**
 * Focus styles.
 */
/**
 * Standard focus rings for the WordPress Design System.
 *
 * Apply `outset-ring__focus` inside the relevant pseudo-class at the call site,
 * e.g. `&:focus { @include outset-ring__focus(); }`.
 */
/**
 * Applies editor left position to the selector passed as argument
 */
/**
 * Styles that are reused verbatim in a few places
 */
/**
 * Allows users to opt-out of animations via OS-level preferences.
 */
/**
 * Reset default styles for JavaScript UI based pages.
 * This is a WP-admin agnostic reset
 */
/**
 * Reset the WP Admin page styles for Gutenberg-like pages.
 */
/**
 * Creates a checkerboard pattern background to indicate transparency.
 * @param {String} $size - The size of the squares in the checkerboard pattern. Default is 12px.
 */
.wp-block-columns {
  display: flex;
  box-sizing: border-box;
  flex-wrap: wrap !important;
}
@media (min-width: 782px) {
  .wp-block-columns {
    flex-wrap: nowrap !important;
  }
}
.wp-block-columns {
  align-items: initial !important;
  /**
  * All Columns Alignment
  */
}
.wp-block-columns.are-vertically-aligned-top {
  align-items: flex-start;
}
.wp-block-columns.are-vertically-aligned-center {
  align-items: center;
}
.wp-block-columns.are-vertically-aligned-bottom {
  align-items: flex-end;
}
@media (max-width: 781px) {
  .wp-block-columns:not(.is-not-stacked-on-mobile) > .wp-block-column {
    flex-basis: 100% !important;
  }
}
@media (min-width: 782px) {
  .wp-block-columns:not(.is-not-stacked-on-mobile) > .wp-block-column {
    flex-basis: 0;
    flex-grow: 1;
  }
  .wp-block-columns:not(.is-not-stacked-on-mobile) > .wp-block-column[style*=flex-basis] {
    flex-grow: 0;
  }
}
.wp-block-columns.is-not-stacked-on-mobile {
  flex-wrap: nowrap !important;
}
.wp-block-columns.is-not-stacked-on-mobile > .wp-block-column {
  flex-basis: 0;
  flex-grow: 1;
}
.wp-block-columns.is-not-stacked-on-mobile > .wp-block-column[style*=flex-basis] {
  flex-grow: 0;
}

:where(.wp-block-columns) {
  margin-bottom: 1.75em;
}

:where(.wp-block-columns.has-background) {
  padding: 1.25em 2.375em;
}

.wp-block-column {
  flex-grow: 1;
  min-width: 0;
  word-break: break-word;
  overflow-wrap: break-word;
  /**
  * Individual Column Alignment
  */
}
.wp-block-column.is-vertically-aligned-top {
  align-self: flex-start;
}
.wp-block-column.is-vertically-aligned-center {
  align-self: center;
}
.wp-block-column.is-vertically-aligned-bottom {
  align-self: flex-end;
}
.wp-block-column.is-vertically-aligned-stretch {
  align-self: stretch;
}
.wp-block-column.is-vertically-aligned-top, .wp-block-column.is-vertically-aligned-center, .wp-block-column.is-vertically-aligned-bottom {
  width: 100%;
}
/*# sourceURL=https://michaelkamp.org/wp-includes/blocks/columns/style.css */
</style>

<style id="classic-theme-styles-inline-css">
/**
 * These rules are needed for backwards compatibility.
 * They should match the button element rules in the base theme.json file.
 */
.wp-block-button__link {
	color: #ffffff;
	background-color: #32373c;
	border-radius: 9999px; /* 100% causes an oval, but any explicit but really high value retains the pill shape. */

	/* This needs a low specificity so it won't override the rules from the button element if defined in theme.json. */
	box-shadow: none;
	text-decoration: none;

	/* The extra 2px are added to size solids the same as the outline versions.*/
	padding: calc(0.667em + 2px) calc(1.333em + 2px);

	font-size: 1.125em;
}

.wp-block-file__button {
	background: #32373c;
	color: #ffffff;
	text-decoration: none;
}

/*# sourceURL=/wp-includes/css/classic-themes.css */
</style>

<style id="global-styles-inline-css">
:root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgb(6,147,227) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgb(252,185,0) 0%,rgb(255,105,0) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgb(255,105,0) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgb(255, 255, 255), 6px 6px rgb(0, 0, 0);--wp--preset--shadow--crisp: 6px 6px 0px rgb(0, 0, 0);}.wp-block-button{--wp--preset--dimension--25: 25%;--wp--preset--dimension--50: 50%;--wp--preset--dimension--75: 75%;--wp--preset--dimension--100: 100%;}:where(body) { margin: 0; }:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}body{padding-top: 0px;padding-right: 0px;padding-bottom: 0px;padding-left: 0px;}:root :where(.wp-element-button, .wp-block-button__link){background-color: #32373c;border-width: 0;color: #fff;font-family: inherit;font-size: inherit;font-style: inherit;font-weight: inherit;letter-spacing: inherit;line-height: inherit;padding-top: calc(0.667em + 2px);padding-right: calc(1.333em + 2px);padding-bottom: calc(0.667em + 2px);padding-left: calc(1.333em + 2px);text-decoration: none;text-transform: inherit;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: 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				<h2 class="entry-title">Home</h2>
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<p class="wp-block-paragraph">I am <strong>Associate Professor</strong> for <strong>Machine Learning and Artificial Intelligence</strong> at <a href="http://I have been appointed Associate Professor for Machine Learning and Artificial Intelligence at TU Dortmund University and joined the Lamarr Institute for Machine Learning and Artificial Intelligence—one of Germany’s national AI competence centers. I will continue my research on deep learning theory, causality, and trustworthy federated learning, with a strong focus on medical and high-stakes applications.">TU Dortmund</a> University and a faculty member of the <a href="https://lamarr-institute.org/">Lamarr Institute for Machine Learning and Artificial Intelligence</a>.</p>



<p class="wp-block-paragraph">I remain affiliated with the <a href="https://www.ikim.uk-essen.de/" data-type="URL" data-id="https://www.ikim.uk-essen.de/" target="_blank" rel="noreferrer noopener">Institute for Artificial Intelligence in Medicine</a> (IKIM) at the <a href="https://www.ume.de/">University Medicine Essen</a>, where I continue to collaborate on medical AI research. I offer Bachelor&#8217;s and Master&#8217;s thesis topics for students of the <a href="https://www.uaruhr.de/">UA Ruhr</a> (University of Duisburg-Essen, Ruhr-University Bochum, and TU Dortmund).</p>



<p class="wp-block-paragraph">My&nbsp;<a href="https://en.wikipedia.org/wiki/Erd%C5%91s_number">Erdős number</a>&nbsp;is at most&nbsp;<a href="https://www.csauthors.net/distance/michael-kamp/paul-erdos">4</a>. </p>



<h3 class="wp-block-heading">News</h3>



<ul class="wp-block-list">
<li>I am terribly proud of my postdoc Osman Mian for receiving the <a href="https://aaai.org/conference/aaai/aaai-26/">AAAI</a> <a href="https://aaai.org/about-aaai/aaai-awards/aaai-conference-paper-awards-and-recognition/">Outstanding Paper Award 2026</a> for his work on &#8220;<a href="https://arxiv.org/abs/2512.14361">Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis</a>&#8220;.</li>



<li>Our project <a href="https://www.flipit-research.network/">FLIP-IT</a> for federated learning in a network of general practitioners started in January, 2026. The project is funded by <a href="https://www.ki.nrw/">KI.NRW</a> (<a href="https://www.efre.nrw/">EFRE</a>) with the goal to build a trustworthy and secure federated learning infrastructure in GP practices. With this, we will train early warning <a href="https://journals.lww.com/jasn/fulltext/2024/10001/artificial_intelligence__ai__driven_screening_for.335.aspx">models for chronic kidney disease</a> to protect patients from kidney failure and dialysis. </li>



<li>My PhD student <a href="https://scholar.google.de/citations?user=ktwMOCEAAAAJ">Ting Han</a>, my colleagues <a href="https://scholar.google.de/citations?user=Z34FjHgAAAAJ">Linara Adilova</a>, <a href="https://scholar.google.de/citations?user=lgSAcz0AAAAJ">Henning Petzka</a>, <a href="https://scholar.google.de/citations?user=Vly6hRQAAAAJ">Jens Kleesiek</a>, and I published a paper on &#8220;<a href="https://arxiv.org/pdf/2509.17738">Flatness is Necessary, Neural Collapse is Not: Rethinking Generalization via Grokking</a>&#8221; at <a href="https://neurips.cc/">NeurIPS 2025</a> (<a href="http://portal.core.edu.au/conf-ranks/?search=iclr&amp;by=all&amp;source=all&amp;sort=atitle&amp;page=1" target="_blank" rel="noreferrer noopener">A*, top 7%</a>)</li>



<li>My colleagues <a href="https://scholar.google.com/citations?user=Z34FjHgAAAAJ&amp;hl=en">Linara Adilova</a>, <a href="https://alpha.di.unito.it/bruno-casella/">Bruno Casella</a>, <a href="https://alpha.di.unito.it/samuele-fonio/">Samuele Fonio</a>, <a href="https://makgyver.github.io/">Mirko Polato</a> and I are organizing the Workshop on Federated Learning in Critical Applications at <a href="https://aaai.org/conference/aaai/aaai-26/">AAAI, 2026</a> in Singapore. </li>



<li>I have been appointed Associate Professor for Machine Learning and Artificial Intelligence at <a href="http://I have been appointed Associate Professor for Machine Learning and Artificial Intelligence at TU Dortmund University and joined the Lamarr Institute for Machine Learning and Artificial Intelligence—one of Germany’s national AI competence centers. I will continue my research on deep learning theory, causality, and trustworthy federated learning, with a strong focus on medical and high-stakes applications.">TU Dortmund</a> University and joined the <a href="https://lamarr-institute.org/">Lamarr Institute for Machine Learning and Artificial Intelligence</a>. I will continue my research on deep learning theory, causality, and trustworthy federated learning, with a strong focus on medical and high-stakes applications.</li>



<li>We are presenting two papers at <a href="https://aaai.org/conference/aaai/aaai-25/">AAAI 2025</a> (<a href="https://portal.core.edu.au/conf-ranks/?search=AAAI&amp;by=all&amp;source=all&amp;sort=atitle&amp;page=1" target="_blank" rel="noreferrer noopener">A*, top 7%</a>): Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoffrey I. Webb, and I published a paper on &#8220;<a href="https://arxiv.org/abs/2310.05696">Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning</a>&#8221; and Sebastian Dalleiger, Jilles Vreeken, and I published a paper on &#8220;<a href="https://arxiv.org/abs/2407.01776">Federated Binary Matrix Factorization using Proximal Optimization</a>&#8220;.</li>
</ul>



<h3 class="wp-block-heading">Research Interests</h3>



<p class="wp-block-paragraph">My research focuses on the development of trustworthy and theoretically grounded machine learning methods—particularly in settings where data is distributed, privacy is critical, and model performance must be provable, interpretable, and robust. I am especially interested in the interplay between <em>deep learning theory</em>, <em>causal representation learning</em>, and <em>federated learning</em>, and how these foundations can be leveraged to design reliable AI systems for real-world, high-stakes applications such as healthcare.</p>



<p class="wp-block-paragraph">I investigate the mathematical principles underlying deep learning, including loss surface geometry, generalization theory, and flatness, and study their connection to robustness and adversarial behavior. In parallel, I explore the discovery and utilization of causal structures in data—both to improve learning performance and to enhance model explainability and reliability. My group has pioneered methods for privacy-preserving causal discovery in federated settings, where both the statistical and ethical demands are uniquely high.</p>



<p class="wp-block-paragraph">A core strand of my work centers around <em>federated and decentralized learning</em>, where models are trained collaboratively across devices or institutions without sharing raw data. I design algorithms that drastically reduce communication overhead, enable learning from highly non-IID or small datasets, and maintain data privacy while still achieving high performance. These approaches are rooted in online learning, optimization theory, and distributed systems, and are supported by rigorous guarantees.</p>



<p class="wp-block-paragraph">In applied research, I collaborate closely with partners in medicine, industry, and government to ensure that theoretical advances translate into tangible impact. I have contributed to medical AI tools for early disease detection, 3D shape analysis, and transfer learning under domain shift—while rigorously addressing issues of privacy, fairness, and explainability. Beyond healthcare, my methods have been applied to autonomous driving, cybersecurity, and industrial automation.</p>



<p class="wp-block-paragraph">At the Lamarr Institute, I contribute to Germany’s national mission of building ethical, trustworthy, and high-performance AI systems that are both scientifically excellent and socially responsible. My work is regularly published at the top conferences in machine learning, including NeurIPS, ICLR, and AAAI.</p>



<h3 class="wp-block-heading">Curriculum Vitae &#8211; Highlights</h3>



<p class="wp-block-paragraph">Michael Kamp is Associate Professor for Machine Learning and Artificial Intelligence at <a href="https://www.tu-dortmund.de/">TU Dortmund</a> University and a faculty member of the <a href="https://lamarr-institute.org/">Lamarr Institute for Machine Learning and Artificial Intelligence</a>. His research spans the theoretical foundations of deep learning, causal representation learning, and trustworthy machine learning, with a particular focus on federated learning and privacy-preserving optimization. He develops machine learning methods that are not only mathematically rigorous but also designed to meet the demands of high-stakes real-world applications, particularly in healthcare and medicine.</p>



<p class="wp-block-paragraph">He is also affiliated with the <span class="lt-line-clamp__raw-line"><a style="pointer-events: none;" href="https://www.ikim.uk-essen.de/de/" target="_blank" rel="noopener">Institut für KI in der Medizin</a></span> (IKIM) at the <a href="https://www.ume.de/">University Medicine Essen</a>, where he previously led the research group <em><span class="lt-line-clamp__raw-line"><a href="http://trustworthyml.de/" target="_blank" rel="noopener"><em>Trustworthy Machine Learning</em></a></span></em>. He continues to collaborate closely with IKIM on cutting-edge medical AI research at the intersection of clinical practice, data privacy, and reliable machine learning.</p>



<p class="wp-block-paragraph">Earlier in his career, Michael was a postdoctoral researcher at the <span class="lt-line-clamp__raw-line"><a style="pointer-events: none;" href="https://cispa.de/de" target="_blank" rel="noopener">CISPA Helmholtz Center for Information Security</a></span> in the <span class="lt-line-clamp__raw-line"><a style="pointer-events: none;" href="https://eda.mmci.uni-saarland.de/" target="_blank" rel="noopener">Exploratory Data Analysis</a> group of <a style="pointer-events: none;" href="https://people.mmci.uni-saarland.de/~jilles/" target="_blank" rel="noopener">Jilles Vreeken</a></span> (2021), and from 2019 to 2021 a postdoctoral fellow at <span class="lt-line-clamp__raw-line"><a href="https://www.monash.edu/it/dsai">Data Science &amp; AI Department</a> at <a style="pointer-events: none;" href="https://research.monash.edu/en/persons/michael-kamp" target="_blank" rel="noopener">Monash University</a> and the <a href="https://www.monash.edu/data-futures-institute">Monash Data Futures Institute</a></span>, where he remained an associated research fellow until 2024. Prior to that, he spent nearly a decade at Fraunhofer IAIS as data scientist, where he led the institute’s contributions to the EU project DiSIEM and headed a small applied research team working at the interface of academic research and industrial deployment. He also advised and trained corporate partners such as Volkswagen and DHL on data-driven innovation.</p>



<p class="wp-block-paragraph">Michael Kamp received his doctorate from the University of Bonn, where he taught graduate seminars and supervised numerous theses. Prior to entering academia, he worked for over a decade as a professional software developer. <span class="lt-line-clamp__raw-line">He is  a member of the <a style="pointer-events: none;" href="https://www.springer.com/journal/10994/editors" target="_blank" rel="noopener">editorial board</a> of the</span>&nbsp;Springer journal <a style="pointer-events: none;" href="https://www.springer.com/journal/10994" target="_blank" rel="noopener">Machine Learning</a> and a <a style="pointer-events: none;" href="https://ellis.eu/members" target="_blank" rel="noopener">member</a> of the <a style="pointer-events: none;" href="https://ellis.eu/" target="_blank" rel="noopener">ELLIS society</a>.</p>



<h2 class="wp-block-heading">Awards</h2>



<ul class="wp-block-list">
<li>I received the NeurIPS 2021 <strong>outstanding reviewer award</strong>.</li>



<li>I received a 2021 ICLR <strong>reviewer award</strong>.</li>



<li>Our paper &#8220;<a href="https://michaelkamp.org/2020/09/14/resource-constrained-on-device-learning-by-dynamic-averaging-2/">Resource-Constrained On-Device Learning by Dynamic Averaging</a>&#8221; won the <strong>Best Paper Award</strong> at the PDFL&#8217;20 workshop. Congratulations to Lukas, and our co-authors.</li>



<li>I received the NeurIPS 2019 <strong>best reviewer award</strong>.</li>



<li>I received the ICML 2019 <strong>reviewer award</strong>.</li>
</ul>



<h3 class="wp-block-heading">Latest Blog Posts</h3>



<div class="wp-block-query is-layout-flow wp-block-query-is-layout-flow"><ul class="wp-block-post-template is-layout-flow wp-block-post-template-is-layout-flow"><li class="wp-block-post post-866 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-boosting tag-co-training tag-deep-learning tag-federated-learning tag-machine-learning tag-semi-supervised">

<div class="wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex">
<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:25%"><figure class="wp-block-post-featured-image"><a href="https://michaelkamp.org/?p=866" target="_self" ><img fetchpriority="high" decoding="async" width="620" height="354" src="https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-620x354.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Little is Enough: Boosting Privacy in Federated Learning with Hard Labels" style="object-fit:cover;" srcset="https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-620x354.webp 620w, https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-300x171.webp 300w, https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-1024x585.webp 1024w, https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-768x439.webp 768w, https://michaelkamp.org/wp-content/uploads/2025/03/headline-image-1536x878.webp 1536w, https://michaelkamp.org/wp-content/uploads/2025/03/headline-image.webp 1792w" sizes="(max-width: 620px) 100vw, 620px" /></a></figure></div>



<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:75%"><h2 class="wp-block-post-title"><a href="https://michaelkamp.org/?p=866" target="_self" >Little is Enough: Boosting Privacy in Federated Learning with Hard Labels</a></h2></div>
</div>

</li><li class="wp-block-post post-747 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-deep-learning tag-federated-learning tag-linear-mode-connectivity tag-machine-learning">

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<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:25%"><figure class="wp-block-post-featured-image"><a href="https://michaelkamp.org/?p=747" target="_self" ><img decoding="async" width="620" height="349" src="https://michaelkamp.org/wp-content/uploads/2024/02/llmc-620x349.png" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Layer-Wise Linear Mode Connectivity" style="object-fit:cover;" srcset="https://michaelkamp.org/wp-content/uploads/2024/02/llmc-620x349.png 620w, https://michaelkamp.org/wp-content/uploads/2024/02/llmc-300x169.png 300w, https://michaelkamp.org/wp-content/uploads/2024/02/llmc-1024x576.png 1024w, https://michaelkamp.org/wp-content/uploads/2024/02/llmc-768x432.png 768w, https://michaelkamp.org/wp-content/uploads/2024/02/llmc-1536x864.png 1536w, https://michaelkamp.org/wp-content/uploads/2024/02/llmc-2048x1152.png 2048w" sizes="(max-width: 620px) 100vw, 620px" /></a></figure></div>



<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:75%"><h2 class="wp-block-post-title"><a href="https://michaelkamp.org/?p=747" target="_self" >Layer-Wise Linear Mode Connectivity</a></h2></div>
</div>

</li><li class="wp-block-post post-338 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-federated-learning tag-health tag-radon-point tag-small-datasets tag-trustworthy">

<div class="wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex">
<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:25%"><figure class="wp-block-post-featured-image"><a href="https://michaelkamp.org/?p=338" target="_self" ><img decoding="async" width="620" height="592" src="https://michaelkamp.org/wp-content/uploads/2023/11/DALL·E-2023-01-21-15.41.59-a-3d-render-of-a-long-and-yellow-daisy-chain-in-front-of-a-glowing-circuit-board-620x592.png" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Federated Daisy-Chaining" style="object-fit:cover;" srcset="https://michaelkamp.org/wp-content/uploads/2023/11/DALL·E-2023-01-21-15.41.59-a-3d-render-of-a-long-and-yellow-daisy-chain-in-front-of-a-glowing-circuit-board-620x592.png 620w, https://michaelkamp.org/wp-content/uploads/2023/11/DALL·E-2023-01-21-15.41.59-a-3d-render-of-a-long-and-yellow-daisy-chain-in-front-of-a-glowing-circuit-board-300x286.png 300w, https://michaelkamp.org/wp-content/uploads/2023/11/DALL·E-2023-01-21-15.41.59-a-3d-render-of-a-long-and-yellow-daisy-chain-in-front-of-a-glowing-circuit-board-768x733.png 768w, https://michaelkamp.org/wp-content/uploads/2023/11/DALL·E-2023-01-21-15.41.59-a-3d-render-of-a-long-and-yellow-daisy-chain-in-front-of-a-glowing-circuit-board.png 1024w" sizes="(max-width: 620px) 100vw, 620px" /></a></figure></div>



<div class="wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:75%"><h2 class="wp-block-post-title"><a href="https://michaelkamp.org/?p=338" target="_self" >Federated Daisy-Chaining</a></h2></div>
</div>

</li></ul></div>



<h3 class="wp-block-heading"></h3>



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	<script id="suits-script-js" src="https://michaelkamp.org/wp-content/themes/suits/js/functions.js?ver=2017-09-25"></script>
<script id="wp-emoji-settings" type="application/json">
{"baseUrl":"https://s.w.org/images/core/emoji/17.0.2/72x72/","ext":".png","svgUrl":"https://s.w.org/images/core/emoji/17.0.2/svg/","svgExt":".svg","source":{"wpemoji":"https://michaelkamp.org/wp-includes/js/wp-emoji.js?ver=7.1","twemoji":"https://michaelkamp.org/wp-includes/js/twemoji.js?ver=7.1"}}
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/**
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/* eslint-env es6 */

// Note: This is loaded as a script module, so there is no need for an IIFE to prevent pollution of the global scope.

/**
 * Emoji Settings as exported in PHP via _print_emoji_detection_script().
 * @typedef WPEmojiSettings
 * @type {object}
 * @property {?object} source
 * @property {?string} source.concatemoji
 * @property {?string} source.twemoji
 * @property {?string} source.wpemoji
 */

const selector = 'script#wp-emoji-settings';
const script = document.querySelector( selector );
if ( ! ( script instanceof HTMLScriptElement ) ) {
	throw new Error( `Element missing: ${ selector }`);
}
const settings = /** @type {WPEmojiSettings} */ ( JSON.parse( script.text ) );

// For compatibility with other scripts that read from this global, in particular wp-includes/js/wp-emoji.js (source file: js/_enqueues/wp/emoji.js).
window._wpemojiSettings = settings;

/**
 * Support tests.
 * @typedef SupportTests
 * @type {object}
 * @property {?boolean} flag
 * @property {?boolean} emoji
 */

const sessionStorageKey = 'wpEmojiSettingsSupports';
const tests = [ 'flag', 'emoji' ];

/**
 * Checks whether the browser supports offloading to a Worker.
 *
 * @since 6.3.0
 *
 * @private
 *
 * @returns {boolean}
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function supportsWorkerOffloading() {
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}

/**
 * @typedef SessionSupportTests
 * @type {object}
 * @property {number} timestamp
 * @property {SupportTests} supportTests
 */

/**
 * Get support tests from session.
 *
 * @since 6.3.0
 *
 * @private
 *
 * @returns {?SupportTests} Support tests, or null if not set or older than 1 week.
 */
function getSessionSupportTests() {
	try {
		/** @type {SessionSupportTests} */
		const item = JSON.parse(
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		if (
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			return item.supportTests;
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	} catch ( e ) {}
	return null;
}

/**
 * Persist the supports in session storage.
 *
 * @since 6.3.0
 *
 * @private
 *
 * @param {SupportTests} supportTests Support tests.
 */
function setSessionSupportTests( supportTests ) {
	try {
		/** @type {SessionSupportTests} */
		const item = {
			supportTests: supportTests,
			timestamp: new Date().valueOf()
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		sessionStorage.setItem(
			sessionStorageKey,
			JSON.stringify( item )
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	} catch ( e ) {}
}

/**
 * Checks if two sets of Emoji characters render the same visually.
 *
 * This is used to determine if the browser is rendering an emoji with multiple data points
 * correctly. set1 is the emoji in the correct form, using a zero-width joiner. set2 is the emoji
 * in the incorrect form, using a zero-width space. If the two sets render the same, then the browser
 * does not support the emoji correctly.
 *
 * This function may be serialized to run in a Worker. Therefore, it cannot refer to variables from the containing
 * scope. Everything must be passed by parameters.
 *
 * @since 4.9.0
 *
 * @private
 *
 * @param {CanvasRenderingContext2D} context 2D Context.
 * @param {string} set1 Set of Emoji to test.
 * @param {string} set2 Set of Emoji to test.
 *
 * @return {boolean} True if the two sets render the same.
 */
function emojiSetsRenderIdentically( context, set1, set2 ) {
	// Cleanup from previous test.
	context.clearRect( 0, 0, context.canvas.width, context.canvas.height );
	context.fillText( set1, 0, 0 );
	const rendered1 = new Uint32Array(
		context.getImageData(
			0,
			0,
			context.canvas.width,
			context.canvas.height
		).data
	);

	// Cleanup from previous test.
	context.clearRect( 0, 0, context.canvas.width, context.canvas.height );
	context.fillText( set2, 0, 0 );
	const rendered2 = new Uint32Array(
		context.getImageData(
			0,
			0,
			context.canvas.width,
			context.canvas.height
		).data
	);

	return rendered1.every( ( rendered2Data, index ) => {
		return rendered2Data === rendered2[ index ];
	} );
}

/**
 * Checks if the center point of a single emoji is empty.
 *
 * This is used to determine if the browser is rendering an emoji with a single data point
 * correctly. The center point of an incorrectly rendered emoji will be empty. A correctly
 * rendered emoji will have a non-zero value at the center point.
 *
 * This function may be serialized to run in a Worker. Therefore, it cannot refer to variables from the containing
 * scope. Everything must be passed by parameters.
 *
 * @since 6.8.2
 *
 * @private
 *
 * @param {CanvasRenderingContext2D} context 2D Context.
 * @param {string} emoji Emoji to test.
 *
 * @return {boolean} True if the center point is empty.
 */
function emojiRendersEmptyCenterPoint( context, emoji ) {
	// Cleanup from previous test.
	context.clearRect( 0, 0, context.canvas.width, context.canvas.height );
	context.fillText( emoji, 0, 0 );

	// Test if the center point (16, 16) is empty (0,0,0,0).
	const centerPoint = context.getImageData(16, 16, 1, 1);
	for ( let i = 0; i < centerPoint.data.length; i++ ) {
		if ( centerPoint.data[ i ] !== 0 ) {
			// Stop checking the moment it's known not to be empty.
			return false;
		}
	}

	return true;
}

/**
 * Determines if the browser properly renders Emoji that Twemoji can supplement.
 *
 * This function may be serialized to run in a Worker. Therefore, it cannot refer to variables from the containing
 * scope. Everything must be passed by parameters.
 *
 * @since 4.2.0
 *
 * @private
 *
 * @param {CanvasRenderingContext2D} context 2D Context.
 * @param {string} type Whether to test for support of "flag" or "emoji".
 * @param {Function} emojiSetsRenderIdentically Reference to emojiSetsRenderIdentically function, needed due to minification.
 * @param {Function} emojiRendersEmptyCenterPoint Reference to emojiRendersEmptyCenterPoint function, needed due to minification.
 *
 * @return {boolean} True if the browser can render emoji, false if it cannot.
 */
function browserSupportsEmoji( context, type, emojiSetsRenderIdentically, emojiRendersEmptyCenterPoint ) {
	let isIdentical;

	switch ( type ) {
		case 'flag':
			/*
			 * Test for Transgender flag compatibility. Added in Unicode 13.
			 *
			 * To test for support, we try to render it, and compare the rendering to how it would look if
			 * the browser doesn't render it correctly (white flag emoji + transgender symbol).
			 */
			isIdentical = emojiSetsRenderIdentically(
				context,
				'\uD83C\uDFF3\uFE0F\u200D\u26A7\uFE0F', // as a zero-width joiner sequence
				'\uD83C\uDFF3\uFE0F\u200B\u26A7\uFE0F' // separated by a zero-width space
			);

			if ( isIdentical ) {
				return false;
			}

			/*
			 * Test for Sark flag compatibility. This is the least supported of the letter locale flags,
			 * so gives us an easy test for full support.
			 *
			 * To test for support, we try to render it, and compare the rendering to how it would look if
			 * the browser doesn't render it correctly ([C] + [Q]).
			 */
			isIdentical = emojiSetsRenderIdentically(
				context,
				'\uD83C\uDDE8\uD83C\uDDF6', // as the sequence of two code points
				'\uD83C\uDDE8\u200B\uD83C\uDDF6' // as the two code points separated by a zero-width space
			);

			if ( isIdentical ) {
				return false;
			}

			/*
			 * Test for English flag compatibility. England is a country in the United Kingdom, it
			 * does not have a two letter locale code but rather a five letter sub-division code.
			 *
			 * To test for support, we try to render it, and compare the rendering to how it would look if
			 * the browser doesn't render it correctly (black flag emoji + [G] + [B] + [E] + [N] + [G]).
			 */
			isIdentical = emojiSetsRenderIdentically(
				context,
				// as the flag sequence
				'\uD83C\uDFF4\uDB40\uDC67\uDB40\uDC62\uDB40\uDC65\uDB40\uDC6E\uDB40\uDC67\uDB40\uDC7F',
				// with each code point separated by a zero-width space
				'\uD83C\uDFF4\u200B\uDB40\uDC67\u200B\uDB40\uDC62\u200B\uDB40\uDC65\u200B\uDB40\uDC6E\u200B\uDB40\uDC67\u200B\uDB40\uDC7F'
			);

			return ! isIdentical;
		case 'emoji':
			/*
			 * Is there a large, hairy, humanoid mythical creature living in the browser?
			 *
			 * To test for Emoji 17.0 support, try to render a new emoji: Hairy Creature.
			 *
			 * The hairy creature emoji is a single code point emoji. Testing for browser
			 * support required testing the center point of the emoji to see if it is empty.
			 *
			 * 0xD83E 0x1FAC8 (\uD83E\u1FAC8) == 🫈 Hairy creature.
			 *
			 * When updating this test, please ensure that the emoji is either a single code point
			 * or switch to using the emojiSetsRenderIdentically function and testing with a zero-width
			 * joiner vs a zero-width space.
			 */
			const notSupported = emojiRendersEmptyCenterPoint( context, '\uD83E\u1FAC8' );
			return ! notSupported;
	}

	return false;
}

/**
 * Checks emoji support tests.
 *
 * This function may be serialized to run in a Worker. Therefore, it cannot refer to variables from the containing
 * scope. Everything must be passed by parameters.
 *
 * @since 6.3.0
 *
 * @private
 *
 * @param {string[]} tests Tests.
 * @param {Function} browserSupportsEmoji Reference to browserSupportsEmoji function, needed due to minification.
 * @param {Function} emojiSetsRenderIdentically Reference to emojiSetsRenderIdentically function, needed due to minification.
 * @param {Function} emojiRendersEmptyCenterPoint Reference to emojiRendersEmptyCenterPoint function, needed due to minification.
 *
 * @return {SupportTests} Support tests.
 */
function testEmojiSupports( tests, browserSupportsEmoji, emojiSetsRenderIdentically, emojiRendersEmptyCenterPoint ) {
	let canvas;
	if (
		typeof WorkerGlobalScope !== 'undefined' &&
		self instanceof WorkerGlobalScope
	) {
		canvas = new OffscreenCanvas( 300, 150 ); // Dimensions are default for HTMLCanvasElement.
	} else {
		canvas = document.createElement( 'canvas' );
	}

	const context = canvas.getContext( '2d', { willReadFrequently: true } );

	/*
	 * Chrome on OS X added native emoji rendering in M41. Unfortunately,
	 * it doesn't work when the font is bolder than 500 weight. So, we
	 * check for bold rendering support to avoid invisible emoji in Chrome.
	 */
	context.textBaseline = 'top';
	context.font = '600 32px Arial';

	const supports = {};
	tests.forEach( ( test ) => {
		supports[ test ] = browserSupportsEmoji( context, test, emojiSetsRenderIdentically, emojiRendersEmptyCenterPoint );
	} );
	return supports;
}

/**
 * Adds a script to the head of the document.
 *
 * @ignore
 *
 * @since 4.2.0
 *
 * @param {string} src The url where the script is located.
 *
 * @return {void}
 */
function addScript( src ) {
	const script = document.createElement( 'script' );
	script.src = src;
	script.defer = true;
	document.head.appendChild( script );
}

settings.supports = {
	everything: true,
	everythingExceptFlag: true
};

// Obtain the emoji support from the browser, asynchronously when possible.
new Promise( ( resolve ) => {
	let supportTests = getSessionSupportTests();
	if ( supportTests ) {
		resolve( supportTests );
		return;
	}

	if ( supportsWorkerOffloading() ) {
		try {
			// Note that the functions are being passed as arguments due to minification.
			const workerScript =
				'postMessage(' +
				testEmojiSupports.toString() +
				'(' +
				[
					JSON.stringify( tests ),
					browserSupportsEmoji.toString(),
					emojiSetsRenderIdentically.toString(),
					emojiRendersEmptyCenterPoint.toString()
				].join( ',' ) +
				'));';
			const blob = new Blob( [ workerScript ], {
				type: 'text/javascript'
			} );
			const worker = new Worker( URL.createObjectURL( blob ), { name: 'wpTestEmojiSupports' } );
			worker.onmessage = ( event ) => {
				supportTests = event.data;
				setSessionSupportTests( supportTests );
				worker.terminate();
				resolve( supportTests );
			};
			return;
		} catch ( e ) {}
	}

	supportTests = testEmojiSupports( tests, browserSupportsEmoji, emojiSetsRenderIdentically, emojiRendersEmptyCenterPoint );
	setSessionSupportTests( supportTests );
	resolve( supportTests );
} )
	// Once the browser emoji support has been obtained from the session, finalize the settings.
	.then( ( supportTests ) => {
		/*
		 * Tests the browser support for flag emojis and other emojis, and adjusts the
		 * support settings accordingly.
		 */
		for ( const test in supportTests ) {
			settings.supports[ test ] = supportTests[ test ];

			settings.supports.everything =
				settings.supports.everything && settings.supports[ test ];

			if ( 'flag' !== test ) {
				settings.supports.everythingExceptFlag =
					settings.supports.everythingExceptFlag &&
					settings.supports[ test ];
			}
		}

		settings.supports.everythingExceptFlag =
			settings.supports.everythingExceptFlag &&
			! settings.supports.flag;

		// When the browser can not render everything we need to load a polyfill.
		if ( ! settings.supports.everything ) {
			const src = settings.source || {};

			if ( src.concatemoji ) {
				addScript( src.concatemoji );
			} else if ( src.wpemoji && src.twemoji ) {
				addScript( src.twemoji );
				addScript( src.wpemoji );
			}
		}
	} );
//# sourceURL=https://michaelkamp.org/wp-includes/js/wp-emoji-loader.js
</script>

</body>
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Url	Анкор	Анализировать
lamarr-institute.org	Lamarr Institute for Machine Learning and Artificial Intelligence	Анализировать url
ikim.uk-essen.de	Institute for Artificial Intelligence in Medicine	Анализировать url
ume.de	University Medicine Essen	Анализировать url
uaruhr.de	UA Ruhr	Анализировать url
en.wikipedia.org	Erdős number	Анализировать url
csauthors.net	4	Анализировать url
aaai.org	AAAI	Анализировать url
aaai.org	Outstanding Paper Award 2026	Анализировать url
arxiv.org	Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis	Анализировать url
flipit-research.network	FLIP-IT	Анализировать url
ki.nrw	KI.NRW	Анализировать url
efre.nrw	EFRE	Анализировать url
journals.lww.com	models for chronic kidney disease	Анализировать url
scholar.google.de	Ting Han	Анализировать url
scholar.google.de	Linara Adilova	Анализировать url
scholar.google.de	Henning Petzka	Анализировать url
scholar.google.de	Jens Kleesiek	Анализировать url
arxiv.org	Flatness is Necessary, Neural Collapse is Not: Rethinking Generalization via Grokking	Анализировать url
neurips.cc	NeurIPS 2025	Анализировать url
portal.core.edu.au	A*, top 7%	Анализировать url
scholar.google.com	Linara Adilova	Анализировать url
alpha.di.unito.it	Bruno Casella	Анализировать url
alpha.di.unito.it	Samuele Fonio	Анализировать url
makgyver.github.io	Mirko Polato	Анализировать url
aaai.org	AAAI, 2026	Анализировать url
lamarr-institute.org	Lamarr Institute for Machine Learning and Artificial Intelligence	Анализировать url
aaai.org	AAAI 2025	Анализировать url
portal.core.edu.au	A*, top 7%	Анализировать url
arxiv.org	Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning	Анализировать url
arxiv.org	Federated Binary Matrix Factorization using Proximal Optimization	Анализировать url
tu-dortmund.de	TU Dortmund	Анализировать url
lamarr-institute.org	Lamarr Institute for Machine Learning and Artificial Intelligence	Анализировать url
ikim.uk-essen.de	Institut für KI in der Medizin	Анализировать url
ume.de	University Medicine Essen	Анализировать url
trustworthyml.de	<em>Trustworthy Machine Learning</em>	Анализировать url
cispa.de	CISPA Helmholtz Center for Information Security	Анализировать url
eda.mmci.uni-saarland.de	Exploratory Data Analysis	Анализировать url
people.mmci.uni-saarland.de	Jilles Vreeken	Анализировать url
monash.edu	Data Science & AI Department	Анализировать url
research.monash.edu	Monash University	Анализировать url
monash.edu	Monash Data Futures Institute	Анализировать url
springer.com	editorial board	Анализировать url
springer.com	Machine Learning	Анализировать url
ellis.eu	member	Анализировать url
ellis.eu	ELLIS society	Анализировать url
orcid.org	ORCID	Анализировать url
scholar.google.de	Google Scholar	Анализировать url
dblp.uni-trier.de	dblp	Анализировать url
linkedin.com	LinkedIn	Анализировать url
researchgate.net	Research Gate	Анализировать url
github.com	github	Анализировать url
bitbucket.org	bitbucket	Анализировать url
trustworthyml.de	Trustworthy Machine Learning	Анализировать url

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Признаков дистанционной продажи товаров (интернет-магазина) не обнаружено — требования ЗоЗПП о раскрытии информации продавца к сайту не применяются. Нарушений нет.

Нарушения

Не выявлены

Рекомендательные блоки («с этим покупают», «похожие товары» и т.п.) на сайте не обнаружены — требования ст. 10.7 ФЗ-149 к сайту не применяются. Нарушений нет.

Нарушения

Не выявлены

Рекламных тематик с обязательными оговорками (медицина, БАД, кредиты и займы, новостройки) на сайте не обнаружено. Нарушений нет.

Нарушения

Не выявлены

Признаков информационной продукции (новости, видео, книги, игры, курсы) не обнаружено — обязательная возрастная маркировка по ФЗ-436 сайту не требуется. Нарушений нет.

Основное Готовность: 75%

Домен

Ответ сервера

Безопасность

Кодировка

Язык

Скорость загрузки

Объем документа

Ресурсы

Серверные заголовки

CMS

Веб-сервер

Мета-теги Готовность: 27%

Title

Description

Keywords

Канонический Url

Robots

Адаптивность

Разметка OpenGraph

Все мета-теги

Оптимизация Готовность: 62%

Структура

Контент

Заголовки

Тошнота

Академич. тошнота

Семантическое ядро

Индексация Готовность: 30%

Индексирование

Robots.txt

Sitemap

Внутренние ссылки

Внешние ссылки

Конкуренты Готовность: 0%

Конкуренты в Яндексе

Конкуренты в Google

ЗоЗПП: права потребителей Готовность: 100%

Нарушения

ФЗ-149: рекомендательные технологии Готовность: 100%

Нарушения

ФЗ-38: реклама Готовность: 100%

Нарушения

ФЗ-436: защита детей Готовность: 100%

Нарушения

Вердикт