Satinder Singh

Cited by

	All	Since 2020
Citations	46364	22444
h-index	83	62
i10-index	213	143

4900

2450

1225

3675

19941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025170 144 210 236 327 308 322 396 516 546 683 810 903 1087 1012 993 998 1012 987 1035 1054 1052 1351 1553 2496 3085 3859 4066 4499 4690 4852 469

Public access

View all

40 articles

2 articles

available

not available

Based on funding mandates

Co-authors

Richard L. LewisProfessor of Psychology, Linguistics and Cognitive Science, University of MichiganVerified email at umich.edu
Richard S. SuttonKeen, Amii, and University of AlbertaVerified email at richsutton.com
Michael KearnsProfessor of Computer Science, University of PennsylvaniaVerified email at cis.upenn.edu
Doina PrecupDeepMind and McGill UniversityVerified email at cs.mcgill.ca
Andrew BartoUniversity of Massachusetts AmherstVerified email at cs.umass.edu
Junhyuk OhResearch Scientist, DeepMindVerified email at google.com
Yishay MansourTel Aviv UniversityVerified email at tauex.tau.ac.il
Michael LittmanBrown UniversityVerified email at brown.edu
David McAllesterProfessor, Toyota Technological Institute at ChicagoVerified email at ttic.edu
Honglak LeeLG AI Research / U. MichiganVerified email at umich.edu
David SilverDeepMind, UCLVerified email at google.com
Tommi JaakkolaMITVerified email at csail.mit.edu
Michael WellmanProfessor of Computer Science & Engineering, University of MichiganVerified email at umich.edu
Hado van HasseltResearch Scientist, DeepMind; Honorary Professor, UCLVerified email at google.com
Tom ZahavyStaff Research Scientist, Google DeepMindVerified email at deepmind.com
Yevgeniy VorobeychikWashington University in Saint LouisVerified email at wustl.edu
Edmund DurfeeProfessor Emeritus of Computer Science and Engineering, University of MichiganVerified email at umich.edu
Nan JiangAssociate Professor of Computer Science, UIUCVerified email at illinois.edu
Xiaoxiao GuoLinkedInVerified email at fb.com
Marilyn WalkerProfessor of Computer Science and Engineering, University of California Santa CruzVerified email at ucsc.edu

Satinder Singh

Google DeepMind / U. of Michigan

Verified email at umich.edu - Homepage

Reinforcement Learning Computational Game Theory Artificial Intelligence


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Policy Gradient Methods for Reinforcement Learning with Function Approximation R Sutton, D McAllester, S Singh, Y Mansour Neural Information Processing Systems, 1999	9255	1999
Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning RS Sutton, D Precup, S Singh Artificial intelligence 112 (1-2), 181-211, 1999	4729	1999
Learning to act using real-time dynamic programming AG Barto, SJ Bradtke, SP Singh Artificial intelligence 72 (1-2), 81-138, 1995	1695	1995
Near-optimal reinforcement learning in polynomial time M Kearns, S Singh Machine learning 49, 209-232, 2002	1420	2002
Convergence of stochastic iterative dynamic programming algorithms T Jaakkola, M Jordan, S Singh Advances in neural information processing systems 6, 1993	1397	1993
Action-conditional video prediction using deep networks in atari games J Oh, X Guo, H Lee, RL Lewis, S Singh Advances in neural information processing systems 28, 2015	1113	2015
Intrinsically motivated reinforcement learning N Chentanez, A Barto, S Singh Advances in neural information processing systems 17, 2004	1076	2004
Reinforcement learning with replacing eligibility traces SP Singh, RS Sutton Machine learning 22 (1), 123-158, 1996	1066	1996
Convergence results for single-step on-policy reinforcement-learning algorithms S Singh, T Jaakkola, ML Littman, C Szepesvári Machine learning 38, 287-308, 2000	1058	2000
Eligibility traces for off-policy policy evaluation D Precup, R Sutton, S Singh Computer Science Department Faculty Publication Series, 80, 2000	1025	2000
Graphical models for game theory M Kearns, ML Littman, S Singh arXiv preprint arXiv:1301.2281, 2013	833	2013
Predictive representations of state ML Littman, RS Sutton, S Singh Advances in neural information processing systems, 1555-1561, 2002	736	2002
Reward is enough D Silver, S Singh, D Precup, RS Sutton Artificial Intelligence 299, 103535, 2021	668	2021
Learning without state-estimation in partially observable Markovian decision processes SP Singh, T Jaakkola, MI Jordan Machine Learning Proceedings 1994, 284-292, 1994	634	1994
Intrinsically motivated reinforcement learning: An evolutionary perspective S Singh, RL Lewis, AG Barto, J Sorg IEEE Transactions on Autonomous Mental Development 2 (2), 70-82, 2010	594	2010
Intrinsically motivated learning of hierarchical collections of skills AG Barto, S Singh, N Chentanez Proceedings of the 3rd International Conference on Development and Learning …, 2004	586	2004
Optimizing dialogue management with reinforcement learning: Experiments with the NJFun system S Singh, D Litman, M Kearns, M Walker Journal of Artificial Intelligence Research 16, 105-133, 2002	523	2002
Transfer of learning by composing solutions of elemental sequential tasks SP Singh Machine learning 8, 323-339, 1992	511	1992
Reinforcement Learning with Soft State Aggregation S Singh, T Jaakkola, M Jordan Neural Information Processing Systems, 1995	478	1995
Deep learning for real-time Atari game play using offline Monte-Carlo tree search planning X Guo, S Singh, H Lee, RL Lewis, X Wang Advances in neural information processing systems 27, 2014	472	2014

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors