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Dharshan Kumaran

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=Selected Publications=
<ref>[[hhttpshttps://sites.google.com/site/dharshankumaran1/publications|Publications - dharshan kumaran]]</ref> <ref>[http://dblp.uni-trier.de/pers/hd/k/Kumaran:Dharshan dblp: Dharshan Kumaran]</ref>
==2005 ...==
* [[Dharshan Kumaran]], [https://en.wikipedia.org/wiki/Eleanor_Maguire Eleanor A. Maguire] ('''2005'''). ''[http://www.jneurosci.org/content/25/31/7254.short The Human Hippocampus: Cognitive Maps or Relational Memory]?'' [https://en.wikipedia.org/wiki/The_Journal_of_Neuroscience Journal of Neuroscience], Vol. 25, No. 31
* [[Dharshan Kumaran]], [[James L. McClelland]] ('''2012'''). ''[http://psycnet.apa.org/record/2012-17473-004 Generalization through the Recurrent Interaction of Episodic Memories: A Model of the Hippocampal System]''. [https://en.wikipedia.org/wiki/Psychological_Review Psychological Review], Vol. 119, No, 3
==2015 ...==
* [[Volodymyr Mnih]], [[Koray Kavukcuoglu]], [[David Silver]], [[Mathematician#AARusu|Andrei A. Rusu]], [[Joel Veness]], [[Marc G. Bellemare]], [[Alex Graves]], [[Martin Riedmiller]], [[Andreas K. Fidjeland]], [[Georg Ostrovski]], [[Stig Petersen]], [[Charles Beattie]], [[Amir Sadik]], [[Ioannis Antonoglou]], [[Helen King]], [[Dharshan Kumaran]], [[Daan Wierstra]], [[Shane Legg]], [[Demis Hassabis]] ('''2015'''). ''[http://www.nature.com/nature/journal/v518/n7540/abs/nature14236.html Human-level control through deep reinforcement learning]''. [https://en.wikipedia.org/wiki/Nature_%28journal%29 Nature], Vol. 518
'''2016'''
* [[Jane X Wang]], [[Zeb Kurth-Nelson]], [[Dhruva Tirumala]], [[Hubert Soyer]], [[Joel Z Leibo]], [[Rémi Munos]], [[Charles Blundell]], [[Dharshan Kumaran]], [[Matthew Botvinick]] ('''2016'''). ''Learning to reinforcement learn''. [https://arxiv.org/abs/1611.05763 arXiv:1611.05763]
* [[James Kirkpatrick]], [[Mathematician#RPascanu|Razvan Pascanu]], [[Neil C. Rabinowitz]], [[Joel Veness]], [[Guillaume Desjardins]], [[Mathematician#AARusu|Andrei A. Rusu]], [[Kieran Milan]], [[John Quan]], [[Tiago Ramalho]], [[Agnieszka Grabska-Barwinska]], [[Demis Hassabis]], [[Claudia Clopath]], [[Dharshan Kumaran]], [[Mathematician#RHadsell|Raia Hadsell]] ('''2016'''). ''Overcoming catastrophic forgetting in neural networks''. [https://arxiv.org/abs/1612.00796 arXiv:1612.00796]
* [[Dharshan Kumaran]], [[Demis Hassabis]], [[James L. McClelland]] ('''2016'''). ''What learning systems do intelligent agents need? Complementary Learning Systems Theory Updated''. [https://en.wikipedia.org/wiki/Trends_in_Cognitive_Sciences Trends in Cognitive Sciences], Vol. 20, No. 7, [https://drive.google.com/file/d/0B-Nvsz4idhaeVEZYMEVaWkFjLVU/view pdf]
'''2017'''
* [[David Silver]], [[Thomas Hubert]], [[Julian Schrittwieser]], [[Ioannis Antonoglou]], [[Matthew Lai]], [[Arthur Guez]], [[Marc Lanctot]], [[Laurent Sifre]], [[Dharshan Kumaran]], [[Thore Graepel]], [[Timothy Lillicrap]], [[Karen Simonyan]], [[Demis Hassabis]] ('''2017'''). ''Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm''. [https://arxiv.org/abs/1712.01815 arXiv:1712.01815] » [[AlphaZero]]
'''2018'''
* [[David Silver]], [[Thomas Hubert]], [[Julian Schrittwieser]], [[Ioannis Antonoglou]], [[Matthew Lai]], [[Arthur Guez]], [[Marc Lanctot]], [[Laurent Sifre]], [[Dharshan Kumaran]], [[Thore Graepel]], [[Timothy Lillicrap]], [[Karen Simonyan]], [[Demis Hassabis]] ('''2018'''). ''[http://science.sciencemag.org/content/362/6419/1140 A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play]''. [https://en.wikipedia.org/wiki/Science_(journal) Science], Vol. 362, No. 6419 <ref>[https://deepmind.com/blog/alphazero-shedding-new-light-grand-games-chess-shogi-and-go/ AlphaZero: Shedding new light on the grand games of chess, shogi and Go] by [[David Silver]], [[Thomas Hubert]], [[Julian Schrittwieser]] and [[Demis Hassabis]], [[DeepMind]], December 03, 2018</ref>
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