Temporal-Difference Reinforcement Learning with Distributed Representations
Data up to Jan 2025
Total Citations Per Year
Abstract
References (120)
Reinforcement Learning: An Introduction
2005 • 27,230 citations
Reinforcement Learning: An Introduction
1998 • 23,138 citations
A Neural Substrate of Prediction and Reward
1997 • 8,991 citations
Parallel Organization of Functionally Segregated Circuits Linking Basal Ganglia and Cortex
1986 • 8,208 citations
A theory of Pavlovian conditioning : Variations in the effectiveness of reinforcement and nonreinforcement
1972 • 6,687 citations
Classical conditioning II: Current research and theory.
1972 • 4,453 citations
Predictive Reward Signal of Dopamine Neurons
1998 • 4,446 citations
Functional architecture of basal ganglia circuits: neural substrates of parallel processing
1990 • 4,029 citations
Separate Neural Systems Value Immediate and Delayed Monetary Rewards
2004 • 3,052 citations
On a routing problem
1958 • 2,601 citations
Getting Formal with Dopamine and Reward
2002 • 2,558 citations
The Psychology of Animal Learning
1976 • 2,451 citations
Discrete Coding of Reward Probability and Uncertainty by Dopamine Neurons
2003 • 2,034 citations
A framework for mesencephalic dopamine systems based on predictive Hebbian learning
1996 • 2,003 citations
The psychology of animal learning
1975 • 1,995 citations
Striatonigrostriatal Pathways in Primates Form an Ascending Spiral from the Shell to the Dorsolateral Striatum
2000 • 1,539 citations
Temporal Difference Models and Reward-Related Learning in the Human Brain
2003 • 1,488 citations
Society for Neuroscience Abstracts
1997 • 1,445 citations
Toward a modern theory of adaptive networks: Expectation and prediction.
1981 • 1,416 citations
Reward representations and reward-related learning in the human brain: insights from neuroimaging
2004 • 1,412 citations
Neuronal Coding of Prediction Errors
2000 • 1,411 citations
Midbrain Dopamine Neurons Encode a Quantitative Reward Prediction Error Signal
2005 • 1,279 citations
Internally Generated Cell Assembly Sequences in the Rat Hippocampus
2008 • 1,263 citations
Models of Information Processing in the Basal Ganglia
1994 • 1,152 citations
Dopamine neurons report an error in the temporal prediction of reward during learning
1998 • 1,115 citations
Subsecond dopamine release promotes cocaine seeking
2003 • 1,086 citations
Theoretical Neuroscience
2002 • 1,085 citations
Time, rate, and conditioning.
2000 • 1,066 citations
Markov Chains: Gibbs Fields, Monte Carlo Simulation, and Queues
2000 • 1,062 citations
Markov Chains
1997 • 990 citations
Responses of monkey dopamine neurons during learning of behavioral reactions
1992 • 986 citations
Breakdown of Will
2001 • 933 citations
Representation of Action-Specific Reward Values in the Striatum
2005 • 932 citations
Complementary roles of basal ganglia and cerebellum in learning and motor control
2000 • 908 citations
Impulsive Choice Induced in Rats by Lesions of the Nucleus Accumbens Core
2001 • 908 citations
Measures of impulsivity in cigarette smokers and non-smokers
1999 • 900 citations
Handbook of Learning and Approximate Dynamic Programming
2004 • 848 citations
Preferential activation of midbrain dopamine neurons by appetitive rather than aversive stimuli
1996 • 826 citations
Opponent interactions between serotonin and dopamine
2002 • 821 citations
Prediction of immediate and future rewards differentially recruits cortico-basal ganglia loops
2004 • 788 citations
Markov Chains
1999 • 735 citations
What are the computations of the cerebellum, the basal ganglia and the cerebral cortex?
1999 • 729 citations
One hundred years of forgetting: A quantitative description of retention.
1996 • 728 citations
A review of delay-discounting research with humans: relations to drug use and gambling
2006 • 709 citations
Dopamine Operates as a Subsecond Modulator of Food Seeking
2004 • 686 citations
Associative learning mediates dynamic shifts in dopamine signaling in the nucleus accumbens
2007 • 686 citations
Hippocampus and trace conditioning of the rabbit's classically conditioned nictitating membrane response.
1986 • 671 citations
Hyperbolic temporal discounting in social drinkers and problem drinkers.
1998 • 591 citations
Neuroeconomics: cross-currents in research on decision-making
2006 • 560 citations
Hippocampus and trace conditioning of the rabbit's classically conditioned nictitating membrane response.
1986 • 560 citations
Importance of unpredictability for reward responses in primate dopamine neurons
1994 • 543 citations
Pathological gambling severity is associated with impulsivity in a delay discounting procedure
2003 • 509 citations
Addiction as a Computational Process Gone Awry
2004 • 505 citations
Neural coding of basic reward terms of animal learning theory, game theory, microeconomics and behavioural ecology
2004 • 504 citations
Dopamine: generalization and bonuses
2002 • 479 citations
Foraging Theory
1987 • 478 citations
Multiple Model-Based Reinforcement Learning
2002 • 468 citations
Dopamine Cells Respond to Predicted Events during Classical Conditioning: Evidence for Eligibility Traces in the Reward-Learning Network
2005 • 448 citations
Untitled
2001 • 447 citations
Adaptive Critics and the Basal Ganglia
1994 • 425 citations
A sequence predicting CA3 is a flexible associator that learns and uses context to solve hippocampal-like tasks
1996 • 403 citations
Reconciling reinforcement learning models with behavioral extinction and renewal: Implications for addiction, relapse, and problem gambling.
2007 • 359 citations
Probabilistic Interpretation of Population Codes
1999 • 332 citations
Probabilistic Interpretation of Population Codes
1998 • 316 citations
The temporal precision of reward prediction in dopamine neurons
2008 • 313 citations
Operant Conditioning
2002 • 311 citations
A neural network model with dopamine-like reinforcement signal that learns a spatial delayed response task
1999 • 297 citations
On hyperbolic discounting and uncertain hazard rates
1998 • 278 citations
Reinforcement Learning Methods for Continuous-Time Markov Decision Problems
1994 • 261 citations
Hyperbolic value addition and general models of animal choice.
2001 • 258 citations
Low-Serotonin Levels Increase Delayed Reward Discounting in Humans
2008 • 255 citations
Discounting of delayed rewards in opioid-dependent outpatients: Exponential or hyperbolic discounting functions?
1999 • 252 citations
The Role of the Hippocampus in Trace Conditioning: Temporal Discontinuity or Task Difficulty?
2001 • 237 citations
Discounting of delayed health gains and losses by current, never- and ex-smokers of cigarettes
2002 • 233 citations
Is a bird in the hand worth two in the future? The neuroeconomics of intertemporal decision-making
2007 • 218 citations
Solving Semi-Markov Decision Problems Using Average Reward Reinforcement Learning
1999 • 212 citations
Coordinated Accumbal Dopamine Release and Neural Activity Drive Goal-Directed Behavior
2007 • 207 citations
Temporal Sequence Learning, Prediction, and Control: A Review of Different Models and Their Relation to Biological Mechanisms
2005 • 205 citations
Statistics of Midbrain Dopamine Neuron Spike Trains in the Awake Primate
2007 • 196 citations
Scalar expectancy theory and choice between delayed rewards.
1988 • 179 citations
Dopamine release is heterogeneous within microenvironments of the rat nucleus accumbens
2007 • 178 citations
Representation and Timing in Theories of the Dopamine System
2006 • 173 citations
Polydrug abuse in heroin addicts: a behavioral economic analysis
1998 • 167 citations
Temporal Difference Model Reproduces Anticipatory Neural Activity
2001 • 167 citations
Hyperbolic temporal discounting in social drinkers and problem drinkers.
1998 • 165 citations
Extinction of Cocaine Self-Administration Reveals Functionally and Temporally Distinct Dopaminergic Signals in the Nucleus Accumbens
2005 • 165 citations
Memory traces of trace memories: neurogenesis, synaptogenesis and awareness
2004 • 164 citations
The precise time course of retention.
1999 • 153 citations
Reward-related Signals Carried by Dopamine Neurons
1994 • 152 citations
Dopamine, uncertainty and TD learning
2005 • 146 citations
Choice, delay, probability, and conditioned reinforcement
1997 • 145 citations
The matching law
1997 • 140 citations
Batch Construction Heuristics and Storage Assignment Strategies for Walk/Ride and Pick Systems
1999 • 108 citations
Normative and Descriptive Models of Decision Making: Time Discounting and Risk Sensitivity
2007 • 103 citations
Discounting of delayed rewards in opioid-dependent outpatients: Exponential or hyperbolic discounting functions?
1999 • 88 citations
Efficient reinforcement learning: computational theories, neuroscience and robotics
2007 • 84 citations
Humans Can Adopt Optimal Discounting Strategy under Real-Time Constraints
2006 • 80 citations
One hundred years of forgetting: A quantitative description of retention.
1996 • 78 citations
Serotonin and the Evaluation of Future Rewards
2007 • 63 citations
Reinforcement learning models of the dopamine system and their behavioral implications
2003 • 63 citations
Inter-module credit assignment in modular reinforcement learning
2003 • 59 citations
Characterizing human psychological adaptations
1997 • 56 citations
Motivated Reinforcement Learning
2002 • 49 citations
Reconstruction of the postsubiculum head direction signal from neural ensembles
2004 • 47 citations
Striosomes and Matrisomes
1991 • 42 citations
Metalearning, neuromodulation, and emotion
2000 • 41 citations
The precise time course of retention.
1999 • 28 citations
Dorsal, ventral, and complete excitotoxic lesions of the hippocampus in rats failed to impair appetitive trace conditioning
2007 • 24 citations
A computational model of hippocampal function in trace conditioning
2008 • 23 citations
Measuring distributed properties of neural representations beyond the decoding of local variables: implications for cognition
2008 • 23 citations
Normative and descriptive models of decision making: time discounting and risk sensitivity
2000 • 23 citations
The formation of neural codes in the hippocampus: trace conditioning as a prototypical paradigm for studying the random recoding hypothesis
2005 • 21 citations
Detecting dynamical changes within a simulated neural ensemble using a measure of representational quality
2003 • 19 citations
Multiple model-based reinforcement learning explains dopamine neuronal activity
2007 • 19 citations
Responses of Monkey Dopamine Neurons to External Stimuli: Changes with Learning
1991 • 12 citations
Neural models of delay discounting.
2010 • 11 citations
Bridging temporal gaps between CS and US in autoshaping: A test of a local context hypothesis
1984 • 9 citations
Adaptive Critics and the Basal Ganglia
1994 • 7 citations
Dopamine and inference about timing
2003 • 5 citations
An economic perspective on addiction and matching
1996 • 5 citations