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<title>Reinforcement Learning and Artificial Intelligence, worldwide</title>
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<td rowspan="2" bgcolor="#ffffff" valign="top" width="1%"><a
href="../index.html"> <img src="../rl-logo.jpg" alt="RLAI" border="0"></a></td>
<td style="vertical-align: top;"><span
style="color: rgb(102, 102, 102);">Reinforcement Learning and
Artificial
Intelligence (RLAI)</span><br>
</td>
</tr>
<tr>
<td style="vertical-align: bottom;"> <span
style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 24px; line-height: normal; font-size-adjust: none;">Reinforcement
Learning and Artificial Intelligence </span><br>
</td>
</tr>
</tbody>
</table>
<div style="text-align: right; font-family: verdana;"><br>
<font size="-2">edited by Rich Sutton</font><br>
</div>
<p style="margin-left: 40px; font-family: verdana;"><span
style="font-style: italic;">
T</span><span style="font-style: italic;">he ambition of this page
is to provide
top-level links into research, </span><span style="font-style: italic;">worldwide,</span><span
style="font-style: italic;">
at the intersection of reinforcement
learning and artificial intelligence. You are encouraged to add
links to your own relevant
research.</span> <br>
<br>
</p>
<hr style="margin-left: 40px; font-family: verdana;">
<div style="margin-left: 40px; font-family: verdana;"><span
style="font-weight: bold;"></span><br>
<span style="font-weight: bold;">
RLAI research </span>is research
directed toward the long-standing goals of AI
(understanding the mind, reproducing human abilities) <em>and</em>
is based on reinforcement learning ideas (learning from and while
interacting with the world). RLAI research does not include all that is
currently thought of as AI research, only
that which addresses problems or issues that people regularly encounter
in their
everyday lives. Similarly, RLAI research does not include research that
uses RL methods to solve problems that people do not face and excel
at. There is a delimited and fruitful area
of research at the confluence of the most ambitious goals of AI and the
solution
ideas that are arising from RL research. <br>
<br>
</div>
<div style="text-align: right; margin-left: 40px; font-family: verdana;"><font
size="-2"><a
href="http://www.cs.ualberta.ca/%7Esutton/book/ebook/node7.html">What
is reinforcement learning?</a></font><br>
</div>
<hr
style="width: 100%; height: 2px; margin-left: 40px; font-family: verdana;">
<ul style="font-family: verdana; margin-left: 40px;">
<li><span style="font-weight: bold;">Subscribe to the Reinforcement
Learning Mailing List (<a href="http://groups.google.com/group/rl-list">RL-List</a>)<br>
</span></li>
<ul>
<li>
<form action="http://groups.google.com/group/rl-list/boxsubscribe">Email:
<input name="email" type="text"> <input name="sub"
value="Subscribe" type="submit"> </form>
</li>
</ul>
</ul>
<ul style="margin-left: 40px; font-family: verdana;">
<li>Check out <a href="http://www.rl-community.org/index.html">RL-community.org</a></li>
<li>Research<br>
<ul>
<li><a href="hypotheses.html" target="_top">RLAI Hypotheses</a></li>
<li><a
href="http://umichrl.pbworks.com/w/page/7597585/Myths-of-Reinforcement-Learning">Myths
of RL</a></li>
<li><a
href="http://umichrl.pbworks.com/w/page/7597597/Successes-of-Reinforcement-Learning">Successes
of RL</a></li>
<li><a
href="http://umichrl.pbworks.com/w/page/7597581/Algorithms-of-Reinforcement-Learning">Algorithms
of RL</a></li>
<li><a
href="http://umichrl.pbworks.com/w/page/7597582/Demos-of-Reinforcement-Learning">Demos
of RL</a></li>
<li><a href="http://www.cs.ualberta.ca/%7Esutton/RL-FAQ.html">RL
FAQ</a><br>
</li>
<li><a href="options.html">Papers
on options</a></li>
<li><a href="richsprinciples.html">Rich's
slogans<br>
</a></li>
<li><a href="aiissolved.html">AI
is Solved</a></li>
</ul>
</li>
<li> Software Tools
<ul>
<li><a href="http://glue.rl-community.org/wiki/Main_Page">RL-Glue</a>
- a standard for connecting RL agents and
environments</li>
<li><a href="http://library.rl-community.org/wiki/Main_Page">RL-Library</a>
- a repository of standard RL software, based on RL-Glue<br>
</li>
<li><a href="RLtoolkit/RLtoolkit1.0.html">RL
Toolkit</a> - the
tools below plus RL demos (python)</li>
<ul>
<li><a href="RLtoolkit/tilecoding.html">Tiles</a>
- tile coding
or
CMACs for function approximation<br>
</li>
<li><a href="g.html">G</a> - 2D
graphics routines useable
across
platforms and languages</li>
<li><a href="quickgraph.html">Quickgraph</a>
- for making quick
2D and 3D graphs<br>
</li>
</ul>
</ul>
<ul>
</ul>
<ul>
<li><a href="RLsoftware/PythonLinks.html">Using
Python</a></li>
<ul>
<li><a href="RLsoftware/PythonC.html">Mixing
Python and C</a><br>
</li>
</ul>
<li><a href="http://www-all.cs.umass.edu/rlr">The Reinforcement
Learning Repository</a> at the University of Massachusetts</li>
<li><a
href="http://www.igi.tugraz.at/ril-toolbox/general/overview.html">Reinforcement
Learning Toolbox</a></li>
<li><a href="http://www.cs.indiana.edu/%7Egasser/Salsa/index.html">SALSA</a></li>
<li><a href="http://www.lifl.fr/%7Edecomite/piqle/index.html">PIQLE</a>
: a set of Java classes for generic RL (in English and French) : with
tile coding and multi-agents learning</li>
<li><a href="http://www.dacya.ucm.es/Jam/download.htm">Reinforcement
Learning in Matlab and Python</a>: a simple environment to program
RL experiments in Matlab or Python</li>
<li><a href="http://elsy.gdan.pl/index.html">Connectionist
Q-learning Java
Framework</a></li>
</ul>
</li>
<li>RLAI People and Research Groups on the Web (this list is from
2005)<br>
<ul>
<li> <a href="http://rlai.ualberta.ca//">U
Alberta RLAI</a> </li>
<li> <a
href="http://www.cs.rutgers.edu/%7Emlittman/rl3/people.html"
target="_top">Rutgers Laboratory for Real-Life Reinforcement Learning</a>
</li>
<li> <a href="http://www-anw.cs.umass.edu/index.shtml"
target="_top">UMass Autonomous Learning Laboratory</a> </li>
<li> <a
href="http://neuromancer.eecs.umich.edu/cgi-bin/twiki/view/Main/WebHome"
target="_top">University of Michigan Reinforcement Learning Group</a></li>
<li><a href="http://rl.cs.mcgill.ca/index.html">McGill
Reasoning and Learning Laboratory</a> (also <a
href="http://www.ece.mcgill.ca/%7Eshie/index.html">Shie Mannor</a>)</li>
<li><a href="http://www.er.ams.eng.osaka-u.ac.jp/index-eg.html">Asada
Lab at Osaka University</a><br>
</li>
<li><a href="http://ai.stanford.edu/%7Eang/index.html">Andrew Ng
at
Stanford University</a></li>
<li><a href="http://www.cmap.polytechnique.fr/%7Emunos/index.html">Remi
Munos of Ecole Polytechnique</a><br>
</li>
<li><a href="http://www.cs.duke.edu/%7Eparr/index.html">Ron Parr
at Duke
University</a><br>
</li>
<li><a
href="http://www.cs.colostate.edu/%7Eanderson/res/rl/index.html">Reinforcement
Learning and Control at Colorado State University</a></li>
<li><a href="http://www.cs.uu.nl/people/marco/index.html">Marco
Wiering at
Utrecht University</a></li>
<li><a href="http://www.users.bigpond.com/hengst/default.html">Bernhard
Hengst at NICTA University of New South Wales</a><br>
</li>
<li><a href="http://www.idsia.ch/%7Ejuergen/index.html">Juergen
Schmidhuber at IDSIA</a></li>
<li><a
href="http://eecs.oregonstate.edu/research/members/dietterich/index.html">Tom
Dietterich at Oregon State University</a><br>
</li>
<li><a href="http://www.autonlab.org/autonweb/index.html">Auton
Project at
CMU</a><br>
</li>
<li><a href="http://www.gatsby.ucl.ac.uk/%7Edayan/index.html">Peter Dayan</a>,
<a href="http://www.gatsby.ucl.ac.uk/%7Edaw">Nathaniel Daw</a>,
<a href="http://alice.nc.huji.ac.il/%7Eyaelniv">Yael Niv</a>
at Gatsby CNU</li>
<li><a href="http://www.fe.dis.titech.ac.jp/%7Egen/index.html">Hajime
Kimura</a>
at <a href="http://www.fe.dis.titech.ac.jp/index.html">Kobayashi Lab
(in
Japanese)</a></li>
<li><a
href="http://nn.cs.utexas.edu/area-view.php?RECORD_KEY%28Areas%29=AreaID&AreaID%28Areas%29=3">University
of Texas: Neural Networks and RL</a>, <a
href="http://www.cs.utexas.edu/users/pstone/index.html">Peter Stone</a><br>
</li>
<li><a href="http://shws.cc.oita-u.ac.jp/%7Eshibata/home.html">Katsunari
Shibata at Oita University</a></li>
<li><a href="http://www1-c703.uibk.ac.at/%7Erl/index.html">Reinforcement
Learning at the University of Innsbruck</a></li>
<li><a href="http://ircl.cs.ualberta.ca/index.html">U Alberta IRCL</a></li>
<li><a href="http://www.grappa.univ-lille3.fr/twiki/bin/view/Gare">GARE
at University Lille 3 and University du
Littoral (in
French)</a></li>
<li><a href="kehoe.html">Jim
Kehoe at the University of New South Wales</a><br>
</li>
</ul>
</li>
<li>Workshops and Conferences</li>
<ul>
<li>The second <a href="http://rldm.org/rldm2015/">Multidisciplinary
Conference on Reinforcement Learning and Decision Making</a> will be
held in June 2015, in Edmonton, Alberta, Canada</li>
<li><a href="http://adprl14.net">2014 IEEE Symposium on Adaptive
Dynamic Programming and Reinforcement Learning</a><br>
</li>
<li><a href="http://mil.engr.utk.edu/nmil/cfps">The Reinforcement
Learning Call-for-Papers List</a><br>
</li>
</ul>
<li><a href="../robotrights.html">Should
artificially intelligent robots have the same rights as people?</a></li>
<li><font size="-2">Inactive pages: <a href="newcontent.html">Content</a>,
<a href="RLGO.html">RLGO</a>, <a href="dimensions.html">dimensions</a>,
RLinterface <a href="RLtoolkit/RLinterface.html">5</a>/<a
href="RLtoolkit/RLinterface6.html">6</a>/<a
href="../rlbenchmarks.html#RSinterface">7</a>, <span
style="text-decoration: underline;"></span><a
href="RLsoftware/RLsoftware.html" target="_top">UofA software</a>, <a
href="programmingstyle.html">programming
style</a>, <a href="../RLBB/index.html">RLBB</a>, <a
href="richsprinciples.html">Rich's
Principles</a></font><font size="-2">, <a href="richstopics.html">Rich's
Topics</a></font><font size="-2">, <a href="jobs.html">Employment
opportunities</a></font><font size="-2">, <a href="paperbank.html">paper
bank</a>,,<br>
</font> </li>
</ul>
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