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Keyword

temporal difference learning

Description: A reinforcement-learning method that updates value estimates using differences between successive predictions and observed rewards.
OpenAlex ID: keywords/temporal-difference-learning
Human-level control through deep reinforcement learning
2015 · Volodymyr Mnih, Koray Kavukcuoglu, et al. · Nature · 30,242
Learning to Predict by the Methods of Temporal Differences
1988 · Richard S. Sutton · Machine Learning · 5,129
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Actor-critic algorithms
2002 · Vijay R. Konda, John N. Tsitsiklis · 2,157
Temporal difference learning and TD-Gammon
1995 · Gerald Tesauro · Communications of the ACM · 1,602
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Temporal Difference Models and Reward-Related Learning in the Human Brain
2003 · John P. O'Doherty, Peter Dayan, et al. · Neuron · 1,521
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On-line Q-learning Using Connectionist Systems
1994 · G. A. Rummery · 1,464
An analysis of temporal-difference learning with function approximation
1997 · J.N. Tsitsiklis, B. Van Roy · IEEE Transactions on Automatic Control · 1,198
Introduction to Stochastic Search and Optimization: Estimation, Simulation, and Control
2012 · Wolfgang Nowak · Medical Entomology and Zoology · 1,004
Reinforcement Learning in Continuous Time and Space
2000 · Kenji Doya · Neural Computation · 962
Cooperative Multi-agent Control Using Deep Reinforcement Learning
2017 · Jayesh K. Gupta, Maxim Egorov, et al. · Lecture notes in computer science · 923
Opponent interactions between serotonin and dopamine
2002 · Nathaniel D Daw, Sham Kakade, et al. · Neural Networks · 843
Mesolimbic dopamine signals the value of work
2015 · Arif A Hamid, Jeffrey R Pettibone, et al. · Nature Neuroscience · 827
Prioritized Sweeping: Reinforcement Learning with Less Data and Less Time
1993 · Andrew W. Moore, Christopher G. Atkeson · Machine Learning · 823
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Practical issues in temporal difference learning
1992 · Gerald Tesauro · Machine Learning · 797
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Temporal Difference Learning and TD-Gammon
1995 · G. Tesauro · ICGA Journal · 764
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OnActor-Critic Algorithms
2003 · Vijay R. Konda, John N. Tsitsiklis · SIAM Journal on Control and Optimization · 711
Improving Generalization for Temporal Difference Learning: The Successor Representation
1993 · Peter Dayan · Neural Computation · 673
Updating dopamine reward signals
2012 · Wolfram Schultz · Current Opinion in Neurobiology · 651
A Menu of Designs for Reinforcement Learning Over Time
1991 · Paul J. Werbos · The MIT Press eBooks · 615
Temporal difference models describe higher-order learning in humans
2004 · Ben Seymour, John P. O'Doherty, et al. · Nature · 605
Linear Least-Squares algorithms for temporal difference learning
1996 · Steven J. Bradtke, Andrew G. Barto · Machine Learning · 599
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Natural actor–critic algorithms
2009 · Shalabh Bhatnagar, Richard S. Sutton, et al. · Automatica · 562
Learning to control an inverted pendulum using neural networks
1989 · C.W. Anderson · IEEE Control Systems Magazine · 541
Fast gradient-descent methods for temporal-difference learning with linear function approximation
2009 · Richard S. Sutton, Hamid Reza Maei, et al. · International Conference on Machine Learning · 500
Time-Derivative Models of Pavlovian Reinforcement
1990 · Richard S. Sutton, Andrew G. Barto · 496
Works count: 3,385
Citation count: 106,000
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