Rational and mechanistic perspectives on reinforcement learning

Reinforcement Learning: An Introduction

2005 • 27,230 citations

Reinforcement Learning: An Introduction

1998 • 23,138 citations

A Theory of Cognitive Dissonance

1957 • 21,402 citations

A Theory of Cognitive Dissonance

2017 • 18,931 citations

Studies of interference in serial verbal reactions.

1935 • 17,279 citations

Telling more than we can know: Verbal reports on mental processes.

1977 • 10,326 citations

A Neural Substrate of Prediction and Reward

1997 • 8,991 citations

A theory of Pavlovian conditioning : Variations in the effectiveness of reinforcement and nonreinforcement

1972 • 6,687 citations

Cognitive Therapy and the Emotional Disorders

1975 • 6,387 citations

Learning from delayed rewards

1989 • 5,606 citations

Classical conditioning II: Current research and theory.

1972 • 4,453 citations

From Neuropsychology to Mental Structure

1988 • 4,037 citations

A logic for default reasoning

1980 • 3,992 citations

Untitled

1988 • 3,901 citations

Extensional versus intuitive reasoning: The conjunction fallacy in probability judgment.

1983 • 3,840 citations

Heuristics and Biases: The Psychology of Intuitive Judgment

2004 • 3,688 citations

Beyond Freedom and Dignity.

1972 • 3,568 citations

The unbearable automaticity of being.

1999 • 3,517 citations

Toward an instance theory of automatization.

1988 • 3,311 citations

Belief in the law of small numbers.

1971 • 3,177 citations

Reasoning the fast and frugal way: Models of bounded rationality.

1996 • 3,123 citations

Probabilistic Reasoning in Intelligent Systems

1988 • 3,096 citations

Separate Neural Systems Value Immediate and Delayed Monetary Rewards

2004 • 3,052 citations

Retrieval time from semantic memory

1969 • 3,022 citations

Learning to predict by the methods of temporal differences

1988 • 2,618 citations

Automaticity of social behavior: Direct effects of trait construct and stereotype activation on action.

1996 • 2,614 citations

The organization of learning

1990 • 2,556 citations

Automaticity of social behavior: Direct effects of trait construct and stereotype activation on action.

1996 • 2,539 citations

The Adaptive Character of Thought

1991 • 2,269 citations

Cortical substrates for exploratory decisions in humans

2006 • 2,215 citations

Dissociable Roles of Ventral and Dorsal Striatum in Instrumental Conditioning

2004 • 2,078 citations

Circumscription—A form of non-monotonic reasoning

1980 • 2,056 citations

Punishment and aversive behavior

1969 • 1,994 citations

Heart and Mind in Conflict: the Interplay of Affect and Cognition in Consumer Decision Making

1999 • 1,952 citations

The attribution of attitudes

1967 • 1,759 citations

What do people think they're doing? Action identification and human behavior.

1987 • 1,691 citations

Conscious and unconscious emotional learning in the human amygdala

1998 • 1,673 citations

The Mentality of Apes

1959 • 1,582 citations

Reason-based choice

1993 • 1,420 citations

Toward a modern theory of adaptive networks: Expectation and prediction.

1981 • 1,416 citations

Neuronal Coding of Prediction Errors

2000 • 1,411 citations

Predictability, surprise, attention, and conditioning

1967 • 1,402 citations

Conscious and unconscious perception: Experiments on visual masking and word recognition

1983 • 1,395 citations

The organization of learning

1991 • 1,368 citations

Pavlovian conditioning: It's not what you think it is.

1988 • 1,201 citations

The misbehavior of organisms.

1961 • 1,174 citations

Pavlovian conditioning: It's not what you think it is.

1988 • 1,170 citations

A Theory of Causal Learning in Children: Causal Maps and Bayes Nets.

2004 • 1,153 citations

Cognitive Processes in Animal Behavior

2018 • 1,120 citations

From covariation to causation: A causal power theory.

1997 • 1,115 citations

Theoretical Neuroscience

2002 • 1,085 citations

Time, rate, and conditioning.

2000 • 1,066 citations

Modularity of mind

1983 • 1,016 citations

The Frontal Lobes and Voluntary Action

1993 • 984 citations

Conditioned Aversion to Saccharin Resulting from Exposure to Gamma Radiation

1955 • 961 citations

Thinking; Readings in Cognitive Science

1977 • 934 citations

Temporal Prediction Errors in a Passive Learning Task Activate Human Striatum

2003 • 928 citations

Building Neural Representations of Habits

1999 • 842 citations

Perseverance in self-perception and social perception: Biased attributional processes in the debriefing paradigm.

1975 • 827 citations

Coordination of Actions and Habits in the Medial Prefrontal Cortex of Rats

2003 • 737 citations

The propositional nature of human associative learning

2009 • 720 citations

Different time courses of learning-related activity in the prefrontal cortex and striatum

2005 • 720 citations

Computation and cognition

2003 • 719 citations

AUTO‐MAINTENANCE IN THE PIGEON: SUSTAINED PECKING DESPITE CONTINGENT NON‐REINFORCEMENT²

1969 • 710 citations

Perseverance in self-perception and social perception: Biased attributional processes in the debriefing paradigm.

1975 • 701 citations

The role of awareness in Pavlovian conditioning: Empirical evidence and theoretical implications.

2002 • 656 citations

Choice Over Time

1992 • 630 citations

Structure and strength in causal induction☆

2005 • 616 citations

The learning curve: Implications of a quantitative analysis

2004 • 588 citations

Cognition and the Symbolic Processes

2024 • 585 citations

From neuropsychology to mental structure

1989 • 570 citations

Advances in psychophysiology

1994 • 561 citations

Attitudes and evaluations: a social cognitive neuroscience perspective

2007 • 502 citations

Midbrain dopamine neurons encode decisions for future action

2006 • 497 citations

Bayesian theories of conditioning in a changing world

2006 • 448 citations

Basal-ganglia 'Projections' to the Prefrontal Cortex of the Primate

2002 • 438 citations

An instance theory of attention and memory.

2002 • 433 citations

Cognition and the symbolic processes

1977 • 407 citations

The misbehavior of value and the discipline of the will

2006 • 366 citations

Learning and Sequential Decision Making

1989 • 354 citations

Inactivation of the infralimbic prefrontal cortex reinstates goal-directed responding in overtrained rats

2003 • 341 citations

Switching between tasks of unequal familiarity: The role of stimulus-attribute and response-set selection.

2003 • 326 citations

Book Reviews

2000 • 293 citations

Emotional conditioning to masked stimuli: Expectancies for aversive outcomes following nonrecognized fear-relevant stimuli.

1998 • 291 citations

Subliminal priming and persuasion: Striking while the iron is hot

2002 • 290 citations

There is no Convincing Evidence for Operant or Classical Conditioning in adult Humans

2024 • 267 citations

Contingency awareness in evaluative conditioning: A case for unaware affective-evaluative learning

1990 • 261 citations

Emotional conditioning to masked stimuli: Expectancies for aversive outcomes following nonrecognized fear-relevant stimuli.

1998 • 254 citations

Pavlovian Second-Order Conditioning: Studies in Associative Learning

1981 • 249 citations

Cognitive planning in humans: Neuropsychological, neuroanatomical and neuropharmacological perspectives

1997 • 249 citations

Single dose of a dopamine agonist impairs reinforcement learning in humans: Behavioral evidence from a laboratory-based measure of reward responsiveness

2007 • 212 citations

Aware and (Dis)Liking: Item-Based Analyses Reveal That Valence Acquisition via Evaluative Conditioning Emerges Only When There Is Contingency Awareness.

2007 • 204 citations

The rat approximates an ideal detector of changes in rates of reward: Implications for the law of effect.

2001 • 198 citations

The role of incentive learning in instrumental outcome revaluation by sensory-specific satiety

1998 • 182 citations

From recurrent choice to skill learning: A reinforcement-learning model.

2006 • 153 citations

The role of awareness in Pavlovian conditioning: Empirical evidence and theoretical implications.

2002 • 150 citations

Partial reinforcement in autoshaping with pigeons

1980 • 147 citations

Planning by Incremental Dynamic Programming

1991 • 145 citations

Concurrent measurement of awareness and electrodermal classical conditioning.

1973 • 118 citations

Instrumental Performance following Reinforcer Devaluation Depends upon Incentive Learning

2007 • 115 citations

Acquisition and extinction in autoshaping.

2002 • 106 citations

Temporal encoding in trace conditioning

1995 • 93 citations

A pitfall for the expectancy theory of human eyelid conditioning

1985 • 92 citations

Dissociating the effects of automatic activation and explicit expectancy on reaction times in a simple associative learning task.

2006 • 83 citations

Proceedings of the eighth international workshop on Machine learning

1991 • 80 citations

The frontal lobes and voluntary action

1996 • 64 citations

Cognition and conditioning: Effects of masking the CS-UCS contingency on human GSR classical conditioning.

1970 • 64 citations

The Misbehaviour of Value and the Discipline of the Will

2006 • 60 citations

Review of On Truth and Practice.

1905 • 53 citations

Causal learning in rats and humans: A minimal rational model

2008 • 53 citations

Flavor-evaluative conditioning is unaffected by contingency knowledge during training with color-flavor compounds

2007 • 50 citations

Differential Classical Conditioning: Verbalization of Stimulus Contingencies

1965 • 49 citations

Abolition of the PRE by instructions in GSR conditioning.

1965 • 48 citations

Effects of instructions on the skin resistance response.

1970 • 41 citations

Semi-rational models of conditioning:

2008 • 40 citations

Reversal of differential GSR conditioning by instructions.

1968 • 38 citations

The probabilistic mind:

2008 • 37 citations

Cognitive processes in the differential trace conditioning of electrodermal and vasomotor activity.

1970 • 37 citations

Naive analysis of food web dynamics: a study of causal judgment about complex physical systems

2000 • 31 citations

Naive Analysis of Food Web Dynamics: A Study of Causal Judgment About Complex Physical Systems

2000 • 23 citations

How much Can we Learn from Double Dissociations?

2003 • 16 citations

Instructional sets in human differential eyelid conditioning.

1969 • 14 citations

Cognitive influences on the rate of GSR extinction.

1971 • 4 citations

Effects of instructions on the transfer of a conditioned response.

1959 • 3 citations

Deleted Work

1955 • 0 citations