Richard S. Sutton

Cited by

	All	Since 2018
Citations	140822	74698
h-index	99	68
i10-index	352	242

16000

8000

4000

12000

1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023448 604 632 651 936 880 901 1034 1178 1219 1293 1464 1745 1913 2198 2611 2716 3184 3089 3254 3337 3515 3653 3901 3998 3847 4259 5183 7621 10013 12559 14147 15578 14727

Public access

View all

58 articles

3 articles

available

not available

Based on funding mandates

Co-authors

Andrew BartoUniversity of Massachusetts AmherstVerified email at cs.umass.edu
Satinder SinghGoogle DeepMind / U. of MichiganVerified email at umich.edu
Doina PrecupDeepMind and McGill UniversityVerified email at cs.mcgill.ca
Patrick M. PilarskiUniversity of Alberta, Amii (Alberta Machine Intelligence Institute)Verified email at ualberta.ca
Charles Andersonprofessor of computer science, Colorado State University. Founder Pattern Exploration, LLC.Verified email at colostate.edu
Csaba SzepesvariDeepMind & University of AlbertaVerified email at cs.ualberta.ca
Adam WhiteUniversity of Alberta, Amii (Alberta Machine Intelligence Institute)Verified email at ualberta.ca
Shalabh BhatnagarProfessor in the Department of Computer Science and Automation, Indian Institute of ScienceVerified email at iisc.ac.in
A. Rupam MahmoodUniversity of Alberta, AmiiVerified email at ualberta.ca
Hamid MaeiNetflixVerified email at netflix.com
Thomas DegrisDeepMindVerified email at google.com
David SilverDeepMind, UCLVerified email at google.com
Martha WhiteUniversity of AlbertaVerified email at ualberta.ca
David McAllesterProfessor, Toyota Technological Institute at ChicagoVerified email at ttic.edu
Joseph ModayilDeepMindVerified email at cs.ualberta.ca
Yishay MansourTel Aviv UniversityVerified email at tauex.tau.ac.il
Elliot A. LudvigProfessor, Psychology, University of WarwickVerified email at warwick.ac.uk
E James KehoeProfessor of Psychology, University of New South WalesVerified email at unsw.edu.au
Mohammad GhavamzadehAmazonVerified email at amazon.com
Peter StoneProfessor of Computer Science, The University of Texas at AustinVerified email at cs.utexas.edu

Richard S. Sutton

Keen, Amii, and University of Alberta

Verified email at richsutton.com - Homepage

artificial intelligence reinforcement learning machine learning cognitive science computer science


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Reinforcement learning: An Introduction, 2nd edition RS Sutton, AG Barto MIT press, 2018	66259	2018
Learning to predict by the methods of temporal differences RS Sutton Machine learning 3, 9-44, 1988	7632	1988
Policy gradient methods for reinforcement learning with function approximation RS Sutton, D McAllester, S Singh, Y Mansour Advances in neural information processing systems 12, 1999	7555	1999
Reinforcement learning: An Introduction, 1st edition RS Sutton, AG Barto MIT press, 1998	5531*	1998
Neuronlike adaptive elements that can solve difficult learning control problems AG Barto, RS Sutton, CW Anderson IEEE transactions on systems, man, and cybernetics 13 (5), 834-846, 1983	4902	1983
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	4106	1999
Integrated architectures for learning, planning, and reacting based on approximating dynamic programming RS Sutton Proceedings of the International Conference on Machine Learning, 216-224, 1990	2126	1990
Generalization in reinforcement learning: Successful examples using sparse coarse coding RS Sutton Advances in neural information processing systems 8, 1995	1830	1995
Toward a modern theory of adaptive networks: Expectation and prediction. RS Sutton, AG Barto Psychological review 88 (2), 135, 1981	1791	1981
Neural networks for control WT Miller, PJ Werbos, RS Sutton MIT press, 1990	1760	1990
Temporal credit assignment in reinforcement learning RS Sutton University of Massachusetts, Amherst, http://www.incompleteideas.net/papers …, 1984	1175	1984
Dyna, an integrated architecture for learning, planning, and reacting RS Sutton ACM Sigart Bulletin 2 (4), 160-163, 1991	1030	1991
Introduction to reinforcement learning. Vol. 135 RS Sutton, AG Barto MIT press Cambridge 5, 21-22, 1998	1014	1998
Reinforcement learning with replacing eligibility traces SP Singh, RS Sutton Machine learning 22, 123-158, 1996	1011	1996
Eligibility traces for off-policy policy evaluation D Precup, RS Sutton, S Singh International Conference on Machine Learning 16, 759-766, 2000	867	2000
Natural actor-critic algorithms S Bhatnagar, RS Sutton, M Ghavamzadeh, M Lee Automatica 7 (8), 12, 2009	841	2009
Time-derivative models of Pavlovian reinforcement. RS Sutton, AG Barto Learning and Computational Neuroscience: Foundations of Adaptive Networks …, 1990	825	1990
Reinforcement learning is direct adaptive optimal control RS Sutton, AG Barto, RJ Williams IEEE control systems magazine 12 (2), 19-22, 1992	788	1992
A menu of designs for reinforcement learning over time WT Miller, RS Sutton, PJ Werbos MIT press, 1995	751	1995
Reinforcement learning: An introduction (adaptive computation and machine learning) AG Barto, RS Sutton MIT press, 1998	742	1998

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