The propositional nature of human associative learning

Abstract The past 50 years have seen an accumulation of evidence suggesting that associative learning depends on high-level cognitive processes that give rise to propositional knowledge. Yet, many learning theorists maintain a belief in a learning mechanism in which links between mental representations are formed automatically. We characterize and highlight the differences between the propositional and link approaches, and review the relevant empirical evidence. We conclude that learning is the consequence of propositional reasoning processes that cooperate with the unconscious processes involved in memory retrieval and perception. We argue that this new conceptual framework allows many of the important recent advances in associative learning research to be retained, but recast in a model that provides a firmer foundation for both immediate application and future research.

[1]  E. Thorndike “Animal Intelligence” , 1898, Nature.

[2]  Max Wertheimer,et al.  Untersuchungen zur Lehre von der Gestalt , .

[3]  M. Wertheimer Untersuchungen zur Lehre von der Gestalt. II , 1923 .

[4]  E. Culler,et al.  Conditioned behavior in a decorticate dog. , 1934 .

[5]  Robert E. Harris,et al.  The verbal conditioning of the galvanic skin reflex , 1937 .

[6]  George Katona,et al.  Organizing and memorizing , 1940 .

[7]  L. Postman,et al.  The history and present status of the law of effect. , 1947, Psychological bulletin.

[8]  E. Tolman Cognitive maps in rats and men. , 1948, Psychological review.

[9]  Cognitive versus stimulus-response theories of learning. , 1950, Psychological review.

[10]  K. Lashley The problem of serial order in behavior , 1951 .

[11]  B. Skinner,et al.  Science and human behavior , 1953 .

[12]  I. Kaufman,et al.  Cerebral Mechanisms in Behavior. The Hixon Symposium , 1953 .

[13]  H. Eysenck,et al.  Modern learning theory. , 1956, Proceedings of the Royal Society of Medicine.

[14]  W. Estes Modern learning theory , 1957 .

[15]  R. Lubow,et al.  Latent inhibition: the effect of nonreinforced pre-exposure to the conditional stimulus. , 1959, Journal of comparative and physiological psychology.

[16]  R THOMPSON,et al.  Learning in Rats with Extensive Neocortical Damage , 1959, Science.

[17]  S. Ebenholtz,et al.  THE PRINCIPLE OF ASSOCIATIVE SYMMETRY , 1962 .

[18]  George Mandler,et al.  Thinking: From Association To Gestalt , 1964 .

[19]  John Garcia,et al.  Relation of cue to consequence in avoidance learning , 1966 .

[20]  B. Murdock Forward and backward associations in paired associates. , 1966, Journal of experimental psychology.

[21]  Performance hypotheses of children and response to social reinforcement. , 1966, Journal of personality and social psychology.

[22]  Denike Ld,et al.  Performance hypotheses of children and response to social reinforcement. , 1966 .

[23]  L. Kamin Predictability, surprise, attention, and conditioning , 1967 .

[24]  E. Fischer Conditioned Reflexes , 1942, American journal of physical medicine.

[25]  Solomon E. Asch,et al.  A reformulation of the problem of associations. , 1969 .

[26]  M. Dawson Cognition and conditioning: effects of masking the CS-UCS contingency on human GSR classical conditioning. , 1970, Journal of experimental psychology.

[27]  S Epstein,et al.  Heart rate and skin conductance during experimentally induced anxiety: the effect of uncertainty about receiving a noxious stimulus. , 1970, Journal of personality and social psychology.

[28]  G. Bower Organizational factors in memory. , 1970 .

[29]  M. Seligman On the generality of the laws of learning , 1970 .

[30]  Colgan Dm Effects of instructions on the skin resistance response. , 1970 .

[31]  Gregory Razran,et al.  Mind in evolution;: An East-West synthesis of learned behavior and cognition , 1971 .

[32]  S. Revusky Chapter 4 – THE ROLE OF INTERFERENCE IN ASSOCIATION OVER A DELAY1 , 1971 .

[33]  T Shallice,et al.  Dual functions of consciousness. , 1972, Psychological review.

[34]  R. Rescorla,et al.  A theory of Pavlovian conditioning : Variations in the effectiveness of reinforcement and nonreinforcement , 1972 .

[35]  J. C. Johnston,et al.  A cognitive theory of avoidance learning. , 1973 .

[36]  M. M. Patterson,et al.  Effects of a classical conditioning paradigm on hind-limb flexor nerve response in immobilized spinal cats. , 1973, Journal of comparative and physiological psychology.

[37]  M. Dawson,et al.  Concurrent measurement of awareness and electrodermal classical conditioning. , 1973, Journal of experimental psychology.

[38]  Zenon W. Pylyshyn,et al.  What the Mind’s Eye Tells the Mind’s Brain: A Critique of Mental Imagery , 1973 .

[39]  F. J. McGuigan,et al.  Contemporary approaches to conditioning and learning , 1973 .

[40]  H. M. Jenkins,et al.  The form of the auto-shaped response with food or water reinforcers. , 1973, Journal of the experimental analysis of behavior.

[41]  Walter B. Weimer,et al.  Cognition and the symbolic processes , 1974 .

[42]  N. Mackintosh The psychology of animal learning , 1974 .

[43]  W. Brewer There is no convincing evidence for operant or classical conditioning in adult humans. , 1974 .

[44]  D. Blough Steady state data and a quantitative model of operant generalization and discrimination. , 1975 .

[45]  N. Mackintosh A Theory of Attention: Variations in the Associability of Stimuli with Reinforcement , 1975 .

[46]  M. Dawson,et al.  The role of awareness in human differential autonomic classical conditioning: the necessary-gate hypothesis. , 1976, Psychophysiology.

[47]  Walter Schneider,et al.  Controlled and Automatic Human Information Processing: 1. Detection, Search, and Attention. , 1977 .

[48]  Timothy D. Wilson,et al.  Telling more than we can know: Verbal reports on mental processes. , 1977 .

[49]  M. Braine On the Relation Between the Natural Logic of Reasoning and Standard Logic. , 1978 .

[50]  D. Bamber State-trace analysis: A method of testing simple theories of causation , 1979 .

[51]  L. Squire,et al.  Preserved learning and retention of pattern-analyzing skill in amnesia: dissociation of knowing how and knowing that. , 1980, Science.

[52]  J. Pearce,et al.  A model for Pavlovian learning: variations in the effectiveness of conditioned but not of unconditioned stimuli. , 1980, Psychological review.

[53]  R. Rescorla,et al.  Potentiation rather than overshadowing in flavor-aversion learning: an analysis in terms of within-compound associations. , 1980, Journal of experimental psychology. Animal behavior processes.

[54]  R. Bolles,et al.  Clinical implications of Bolles & Fanselow's pain/fear model , 1980, Behavioral and Brain Sciences.

[55]  J. Eccles The emotional brain. , 1980, Bulletin et memoires de l'Academie royale de medecine de Belgique.

[56]  I. Bernstein,et al.  Learned taste aversions in humans , 1980, Physiology & Behavior.

[57]  Christopher D. Adams,et al.  Instrumental Responding following Reinforcer Devaluation , 1981 .

[58]  A. Dickinson Contemporary Animal Learning Theory , 1981 .

[59]  G. Miller,et al.  Cognitive science. , 1981, Science.

[60]  George Mandler,et al.  Coordinate organization: The holistic representation of word pairs. , 1991 .

[61]  A. Dickinson Conditioning and associative learning. , 1981, British medical bulletin.

[62]  D. Norman Learning and Memory , 1982 .

[63]  N. Mackintosh,et al.  Conditioning And Associative Learning , 1983 .

[64]  A. Tversky,et al.  Extensional versus intuitive reasoning: the conjunction fallacy in probability judgment , 1983 .

[65]  R. Weale Vision. A Computational Investigation Into the Human Representation and Processing of Visual Information. David Marr , 1983 .

[66]  P. Johnson-Laird Mental models , 1989 .

[67]  Ralph R. Miller,et al.  Information processing in animals : memory mechanisms , 1983 .

[68]  E. Kandel,et al.  Differential classical conditioning of a defensive withdrawal reflex in Aplysia californica. , 1983, Science.

[69]  A. Dickinson,et al.  Judgement of Act-Outcome Contingency: The Role of Selective Attribution , 1984 .

[70]  K. Michihiro,et al.  Effects of instructions on the skin conductance response , 1984 .

[71]  P. Perruchet A pitfall for the expectancy theory of human eyelid conditioning , 1985, The Pavlovian journal of biological science.

[72]  N. J. Mackintosh,et al.  Blocking and Overshadowing between Intra-Maze and Extra-Maze Cues: A Test of the Independence of Locale and Guidance Learning , 1985 .

[73]  H. Gardner The mind's new science: a history of the cognitive revolution , 1985 .

[74]  I. Bernstein Learned Food Aversions in the Progression of Cancer and Its Treatment a , 1985, Annals of the New York Academy of Sciences.

[75]  D. Shanks Forward and Backward Blocking in Human Contingency Judgement , 1985 .

[76]  Michael E. Dawson,et al.  Information processing and human autonomic classical conditional. , 1985 .

[77]  P. Bronstein,et al.  Experimental assessments and clinical applications of conditioned food aversions. , 1985, Annals of the New York Academy of Sciences.

[78]  S. Savage-Rumbaugh,et al.  Spontaneous symbol acquisition and communicative use by pygmy chimpanzees (Pan paniscus). , 1986, Journal of experimental psychology. General.

[79]  Douglas L. Hintzman,et al.  "Schema Abstraction" in a Multiple-Trace Memory Model , 1986 .

[80]  R. F. Thompson,et al.  Hippocampus and trace conditioning of the rabbit's classically conditioned nictitating membrane response. , 1986, Behavioral neuroscience.

[81]  M. Dawson,et al.  Greater resistance to extinction of electrodermal responses conditioned to potentially phobic CSs: a noncognitive process? , 1986, Psychophysiology.

[82]  J. Pearce A model for stimulus generalization in Pavlovian conditioning. , 1987, Psychological review.

[83]  Richard F. Thompson,et al.  Retention of classically conditioned eyelid responses following acute decerebration , 1987, Brain Research.

[84]  D. Schacter,et al.  The Evolution of Multiple Memory Systems , 1987 .

[85]  D. Schacter Implicit memory: History and current status. , 1987 .

[86]  A. Schell Human autonomic and skeletal classical conditioning: The role of conscious cognitive factors. , 1987 .

[87]  G. Davey,et al.  Cognitive processes and Pavlovian conditioning in humans , 1987 .

[88]  Ralph R. Miller,et al.  The comparator hypothesis: A response rule for the expression of associations. , 1988 .

[89]  T. Shallice From Neuropsychology to Mental Structure: Converging Operations: Specific Syndromes and Evidence from Normal Subjects , 1988 .

[90]  A. Amsel,et al.  Behaviorism, Neobehaviorism, and Cognitivism in Learning Theory: Historical and Contemporary Perspectives , 1988 .

[91]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems , 1988 .

[92]  K. Kirsner,et al.  Discovering functionally independent mental processes: the principle of reversed association. , 1988, Psychological review.

[93]  M. Carey,et al.  Etiology and treatment of the psychological side effects associated with cancer chemotherapy: a critical review and discussion. , 1988, Psychological bulletin.

[94]  N. Donegan,et al.  Some Relationships Between a Computational Model (Sop) and a Neural Circuit for Pavlovian (Rabbit Eyeblink) Conditioning , 1989 .

[95]  R. Boakes How one might find evidence for conditioning in adult humans. , 1989 .

[96]  A. Dickinson Expectancy theory in animal conditioning. , 1989 .

[97]  Michael E. Dawson,et al.  Awareness of the CS-UCS contingency and classical conditioning of skin conductance responses with olfactory CSs , 1989, Biological Psychology.

[98]  A. R. Wagner,et al.  Evolution of a structured connectionist model of Pavlovian conditioning (AESOP). , 1989 .

[99]  R. Nosofsky,et al.  Rules and exemplars in categorization, identification, and recognition. , 1989, Journal of experimental psychology. Learning, memory, and cognition.

[100]  S. Klein,et al.  Pavlovian conditioning and the status of traditional learning theory , 1991 .

[101]  W S McCulloch,et al.  A logical calculus of the ideas immanent in nervous activity , 1990, The Philosophy of Artificial Intelligence.

[102]  W. Pitts,et al.  A Logical Calculus of the Ideas Immanent in Nervous Activity (1943) , 2021, Ideas That Created the Future.

[103]  Andy Clark,et al.  Connectionism, Competence, and Explanation , 1990, The British Journal for the Philosophy of Science.

[104]  F. Baeyens,et al.  Contingency awareness in evaluative conditioning: A case for unaware affective-evaluative learning , 1990 .

[105]  A. Dickinson,et al.  Contingency awareness in evaluative conditioning: A comment on baeyens, eelen, and van den bergh , 1990 .

[106]  Frank Baeyens,et al.  Flavor-flavor and color-flavor conditioning in humans , 1990 .

[107]  D R Shanks,et al.  Connectionism and the Learning of Probabilistic Concepts , 1990, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[108]  R. Zinbarg Animal research and behavior therapy Part I: Behavior therapy is not what you think it is , 1990 .

[109]  C. Gallistel The organization of learning , 1990 .

[110]  P. Holland Event representation in Pavlovian conditioning: Image and action , 1990, Cognition.

[111]  G. Bower,et al.  On Relating the Organizational Theory , 1991 .

[112]  James L. McClelland,et al.  Learning the structure of event sequences. , 1991, Journal of experimental psychology. General.

[113]  G. Davey Classical conditioning and the acquisition of human fears and phobias: A review and synthesis of the literature , 1992 .

[114]  Michael Davis,et al.  The role of the amygdala in fear and anxiety. , 1992, Annual review of neuroscience.

[115]  L. Cosmides,et al.  The psychological foundations of culture. , 1992 .

[116]  Michael R. Waldmann,et al.  Predictive and diagnostic learning within causal models: asymmetries in cue competition. , 1992, Journal of experimental psychology. General.

[117]  M. Amorim,et al.  Conscious knowledge and changes in performance in sequence learning: evidence against dissociation. , 1992, Journal of experimental psychology. Learning, memory, and cognition.

[118]  R. Nosofsky,et al.  Combining exemplar-based category representations and connectionist learning rules. , 1992, Journal of experimental psychology. Learning, memory, and cognition.

[119]  Zenon W. Pylyshyn,et al.  Connectionism and cognitive architecture , 1993 .

[120]  H. Lachnit,et al.  Positive and negative patterning in human classical skin conductance response conditioning , 1993 .

[121]  Robert C. Bolles,et al.  The Story of Psychology: A Thematic History , 1993 .

[122]  Mark M. Meerschaert,et al.  Mathematical Modeling , 2014, Encyclopedia of Social Network Analysis and Mining.

[123]  Resistance to extinction of fear-relevant stimuli: preparedness or selective sensitization? , 1993, Journal of experimental psychology. General.

[124]  P. C. Price,et al.  Judgmental overshadowing: Further evidence of cue interaction in contingency judgment , 1993, Memory & cognition.

[125]  T. K. Srull,et al.  Handbook of Social Cognition , 1993 .

[126]  A. Ohman,et al.  On the automatic nature of phobic fear: conditioned electrodermal responses to masked fear-relevant stimuli. , 1993, Journal of abnormal psychology.

[127]  E. Wasserman,et al.  Rating causal relations: Role of probability in judgments of response-outcome contingency. , 1993 .

[128]  M. Bouton Context, time, and memory retrieval in the interference paradigms of Pavlovian learning. , 1993, Psychological bulletin.

[129]  P. Lovibond Conditioning and Cognitive-Behaviour Therapy , 1993, Behaviour Change.

[130]  Arne Öhman,et al.  On the automatic nature of phobic fear: conditioned electrodermal responses to masked fear-relevant stimuli. , 1993, Journal of abnormal psychology.

[131]  S. Epstein Integration of the cognitive and the psychodynamic unconscious. , 1994, The American psychologist.

[132]  D. Shanks,et al.  Characteristics of dissociable human learning systems , 1994, Behavioral and Brain Sciences.

[133]  A. Garnham,et al.  Thinking and Reasoning , 1994 .

[134]  U Dimberg,et al.  Nonconscious associative learning: Pavlovian conditioning of skin conductance responses to masked fear-relevant facial stimuli. , 1994, Psychophysiology.

[135]  A. Ohman,et al.  "Unconscious anxiety": phobic responses to masked stimuli. , 1994, Journal of abnormal psychology.

[136]  R. Rescorla,et al.  Modulation of trained and extinguished stimuli by facilitators and inhibitors , 1994 .

[137]  John J. Skowronski,et al.  Savings in the relearning of trait information as evidence for spontaneous inference generation. , 1994 .

[138]  J. Bargh The four horsemen of automaticity: Awareness, intention, efficiency, and control in social cognition. , 1994 .

[139]  M. Fanselow Neural organization of the defensive behavior system responsible for fear , 1994, Psychonomic bulletin & review.

[140]  W. Estes Toward a Statistical Theory of Learning. , 1994 .

[141]  E. Wasserman,et al.  Cue Competition in Causality Judgments: The Role of Nonpresentation of Compound Stimulus Elements , 1994 .

[142]  C. Wynne Reinforcement accounts for transitive inference performance , 1995 .

[143]  James L. McClelland,et al.  Why there are complementary learning systems in the hippocampus and neocortex: insights from the successes and failures of connectionist models of learning and memory. , 1995, Psychological review.

[144]  Gerd Gigerenzer,et al.  How to Improve Bayesian Reasoning Without Instruction: Frequency Formats , 1995 .

[145]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.

[146]  J. D. Nichols,et al.  Double dissociation of conditioning and declarative knowledge relative to the amygdala and hippocampus in humans. , 1997, Science.

[147]  M. Gluck,et al.  Intact delay-eyeblink classical conditioning in amnesia. , 1995, Behavioral neuroscience.

[148]  J. Clarke,et al.  THE ETIOLOGY OF PHOBIAS: A NONASSOCIATIVE ACCOUNT , 1995 .

[149]  Gordon B. Moskowitz,et al.  People as Flexible Interpreters: Evidence and Issues from Spontaneous Trait Inference , 1996 .

[150]  N. Schmajuk,et al.  Latent inhibition: a neural network approach. , 1996, Journal of experimental psychology. Animal behavior processes.

[151]  Jonathan Evans,et al.  Rationality and reasoning , 1996 .

[152]  A. Dickinson,et al.  Within Compound Associations Mediate the Retrospective Revaluation of Causality Judgements , 1996, The Quarterly journal of experimental psychology. B, Comparative and physiological psychology.

[153]  A. Hamm,et al.  Affective learning: awareness and aversion. , 1996, Psychophysiology.

[154]  G. Crombez,et al.  No Evidence for Modulation of Evaluative Flavor–Flavor Associations in Humans , 1996 .

[155]  Joseph E LeDoux The emotional brain , 1996 .

[156]  S. Sloman The empirical case for two systems of reasoning. , 1996 .

[157]  C. Bellone,et al.  ON A ROLE , 1996 .

[158]  N. Ellis,et al.  Implicit and explicit learning of languages , 1997 .

[159]  Catalin V. Buhusi,et al.  The Transition from Automatic to Controlled Processing , 1997, Neural Networks.

[160]  P. Cheng From covariation to causation: A causal power theory. , 1997 .

[161]  John E. Hummel,et al.  Distributed representations of structure: A theory of analogical access and mapping. , 1997 .

[162]  J F Disterhoft,et al.  Impaired trace eyeblink conditioning in bilateral, medial-temporal lobe amnesia. , 1997, Behavioral neuroscience.

[163]  Gregory Ashby,et al.  A neuropsychological theory of multiple systems in category learning. , 1998, Psychological review.

[164]  A. Greenwald,et al.  Measuring individual differences in implicit cognition: the implicit association test. , 1998, Journal of personality and social psychology.

[165]  Anthony Dickinson,et al.  Retrospective revaluation of causal judgments under positive and negative contingencies , 1998 .

[166]  Shanks,et al.  The rational analysis of human causal and probability judgment , 1998 .

[167]  A. Dickinson,et al.  Episodic-like memory during cache recovery by scrub jays , 1998, Nature.

[168]  Robert L. Goldstone,et al.  Reuniting perception and conception , 1998, Cognition.

[169]  D. Shanks,et al.  FEATURE- AND RULE-BASED GENERALIZATION IN HUMAN ASSOCIATIVE LEARNING , 1998 .

[170]  R. Clark,et al.  Classical conditioning and brain systems: the role of awareness. , 1998, Science.

[171]  P. Ashworth,et al.  Handbook of Implicit Learning , 1998 .

[172]  Judea Pearl,et al.  Bayesian Networks , 1998, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[173]  David R. Shanks,et al.  Effects of Trial Order on Contingency Judgments: A Comparison of Associative and Probabilistic Contrast Accounts , 1998 .

[174]  A. Ohman,et al.  Emotional conditioning to masked stimuli: expectancies for aversive outcomes following nonrecognized fear-relevant stimuli. , 1998, Journal of experimental psychology. General.

[175]  D. Carlston,et al.  Spontaneous trait transference: communicators taken on the qualities they describe in others. , 1998, Journal of personality and social psychology.

[176]  R. Boakes,et al.  Changes in Odor Sweetness Resulting from Implicit Learning of a Simultaneous Odor-Sweetness Association: An Example of Learned Synesthesia ☆ ☆☆ , 1998 .

[177]  G. Crombez,et al.  Neither Extended Sequential nor Simultaneous Feature Positive Training Result in Modulation of Evaluative Flavor–Flavor Conditioning in Humans , 1998, Appetite.

[178]  Craig Weiss,et al.  Hippocampal lesions prevent trace eyeblink conditioning in the freely moving rat , 1999, Behavioural Brain Research.

[179]  Robert E. Clark,et al.  Human Eyeblink Classical Conditioning: Effects of Manipulating Awareness of the Stimulus Contingencies , 1999 .

[180]  C. I. Connolly,et al.  Building neural representations of habits. , 1999, Science.

[181]  Karl J. Friston,et al.  Amygdala–Hippocampal Involvement in Human Aversive Trace Conditioning Revealed through Event-Related Functional Magnetic Resonance Imaging , 1999, The Journal of Neuroscience.

[182]  T. Chartrand,et al.  THE UNBEARABLE AUTOMATICITY OF BEING , 1999 .

[183]  C. Gallistel The Replacement of General-Purpose Learning Models with Adaptively Specialized Learning Modules , 2000 .

[184]  R. Clark,et al.  Parallel acquisition of awareness and trace eyeblink classical conditioning. , 2000, Learning & memory.

[185]  Nathaniel J. Blair,et al.  Blocking and backward blocking involve learned inattention , 2000, Psychonomic bulletin & review.

[186]  J. Pearl Causality: Models, Reasoning and Inference , 2000 .

[187]  N. Chater,et al.  Rational models of cognition , 1998 .

[188]  Edgar H Vogel,et al.  A componential view of configural cues in generalization and discrimination in Pavlovian conditioning , 2000, Behavioural Brain Research.

[189]  Timothy D. Wilson,et al.  A model of dual attitudes. , 2000, Psychological review.

[190]  Joseph E LeDoux Emotion Circuits in the Brain , 2000 .

[191]  Michael R. Waldmann,et al.  Competition among causes but not effects in predictive and diagnostic learning. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[192]  O. Lipp,et al.  Does Affective Learning Exist in the Absence of Contingency Awareness , 2001 .

[193]  C. Gallistel,et al.  Computational Versus Associative Models of Simple Conditioning , 2001 .

[194]  J. Batson,et al.  Taste preconditioning augments odor-aversion learning. , 2001, Journal of experimental psychology. Animal behavior processes.

[195]  Anthony Dickinson,et al.  The 28th Bartlett Memorial Lecture. Causal learning: an associative analysis. , 2001 .

[196]  J F Disterhoft,et al.  Awareness in classical differential eyeblink conditioning in young and aging humans. , 2001, Behavioral neuroscience.

[197]  A. Öhman,et al.  Nonconscious Fear Conditioning, Visceral Perception, and the Development of Gut Feelings , 2001, Psychological science.

[198]  S. Mineka,et al.  Fears, phobias, and preparedness: toward an evolved module of fear and fear learning. , 2001, Psychological review.

[199]  Ralph R. Miller,et al.  Contrasting Acquisition-Focused and Performance-Focused Models of Acquired Behavior , 2001 .

[200]  G. Aschersleben,et al.  The Theory of Event Coding (TEC): a framework for perception and action planning. , 2001, The Behavioral and brain sciences.

[201]  L. Brooks,et al.  Specializing the operation of an explicit rule , 1991 .

[202]  J. Pearce,et al.  Theories of associative learning in animals. , 2001, Annual review of psychology.

[203]  E. Fulcher,et al.  When All Is Revealed: A Dissociation between Evaluative Learning and Contingency Awareness , 2001, Consciousness and Cognition.

[204]  Michael A. Olson,et al.  Implicit Attitude Formation Through Classical Conditioning , 2001, Psychological science.

[205]  C. Gallistel Mental Representations, Psychology of , 2001 .

[206]  R. J. Dolan,et al.  Parallel Neural Responses in Amygdala Subregions and Sensory Cortex during Implicit Fear Conditioning , 2001, NeuroImage.

[207]  Louis D. Matzel,et al.  The Role of the Hippocampus in Trace Conditioning: Temporal Discontinuity or Task Difficulty? , 2001, Neurobiology of Learning and Memory.

[208]  J. de Houwer,et al.  Associative learning of likes and dislikes: a review of 25 years of research on human evaluative conditioning. , 2001, Psychological bulletin.

[209]  C. Voils,et al.  EFFECTS OF CULTURE AND PROCESSING GOALS ON THE ACTIVATION AND BINDING OF TRAIT CONCEPTS , 2001 .

[210]  R. Clark,et al.  Classical conditioning, awareness, and brain systems , 2002, Trends in Cognitive Sciences.

[211]  I. Erev,et al.  LEARNING STRATEGIES , 2010 .

[212]  D. Kahneman,et al.  Representativeness revisited: Attribute substitution in intuitive judgment. , 2002 .

[213]  Are rules applied in Pavlovian electrodermal conditioning with humans general or outcome specific? , 2002, Psychophysiology.

[214]  Christopher J. Mitchell,et al.  Backward and forward Blocking in Human Electrodermal Conditioning: Blocking Requires an Assumption of Outcome Additivity , 2002, The Quarterly journal of experimental psychology. B, Comparative and physiological psychology.

[215]  D. Shanks,et al.  The role of awareness in Pavlovian conditioning: empirical evidence and theoretical implications. , 2002, Journal of experimental psychology. Animal behavior processes.

[216]  T. Beckers,et al.  Outcome and Cue Properties Modulate Blocking , 2002, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[217]  Tom Beckers,et al.  Higher-Order Retrospective Revaluation in Human Causal Learning , 2002, The Quarterly journal of experimental psychology. B, Comparative and physiological psychology.

[218]  F. D. Waal,et al.  Evolutionary Psychology: The Wheat and the Chaff , 2002 .

[219]  H. Critchley,et al.  Fear Conditioning in Humans The Influence of Awareness and Autonomic Arousal on Functional Neuroanatomy , 2002, Neuron.

[220]  E. Wasserman,et al.  Limited attention and cue order consistency affect predictive learning: a test of similarity measures. , 2002, Journal of experimental psychology. Learning, memory, and cognition.

[221]  D. Shanks,et al.  Momentary and integrative response strategies in causal judgment , 2002, Memory & cognition.

[222]  G. Hall Associative Structures in Pavlovian and Instrumental Conditioning , 2002 .

[223]  Stefan Wiens,et al.  Unawareness is more than a chance event: comment on Lovibond and Shanks (2002). , 2002, Journal of experimental psychology. Animal behavior processes.

[224]  D. Lagnado,et al.  Probability judgment in hierarchical learning: a conflict between predictiveness and coherence , 2002, Cognition.

[225]  H. Lachnit,et al.  Successive olfactory reversal learning in honeybees. , 2002, Learning & memory.

[226]  David R Shanks,et al.  Mechanisms of predictive and diagnostic causal induction. , 2002, Journal of experimental psychology. Animal behavior processes.

[227]  A. McIntosh,et al.  Functional Connectivity of the Medial Temporal Lobe Relates to Learning and Awareness , 2003, The Journal of Neuroscience.

[228]  F. Benedetti,et al.  Conscious Expectation and Unconscious Conditioning in Analgesic, Motor, and Hormonal Placebo/Nocebo Responses , 2003, The Journal of Neuroscience.

[229]  Tom Burr,et al.  Causation, Prediction, and Search , 2003, Technometrics.

[230]  Michael A. Olson,et al.  Implicit measures in social cognition. research: their meaning and use. , 2003, Annual review of psychology.

[231]  C. Koch,et al.  Working memory and fear conditioning , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[232]  Christine D. Wilson,et al.  Grounding conceptual knowledge in modality-specific systems , 2003, Trends in Cognitive Sciences.

[233]  M. Bar A Cortical Mechanism for Triggering Top-Down Facilitation in Visual Object Recognition , 2003, Journal of Cognitive Neuroscience.

[234]  J. Dunn The Elusive Dissociation , 2003, Cortex.

[235]  J. Disterhoft,et al.  Single Neurons in CA1 Hippocampus Encode Trace Interval Duration during Trace Heart Rate (Fear) Conditioning in Rabbit , 2003, The Journal of Neuroscience.

[236]  Shelley Channon,et al.  Relationship between priming and recognition in deterministic and probabilistic sequence learning. , 2003, Journal of experimental psychology. Learning, memory, and cognition.

[237]  Stefan Wiens,et al.  Effects of trial order and differential conditioning on acquisition of differential shock expectancy and skin conductance conditioning to masked stimuli. , 2003, Psychophysiology.

[238]  David R. Shanks,et al.  Subjective measures of awareness and implicit cognition , 2003, Memory & cognition.

[239]  Harald T Schupp,et al.  Affective blindsight: intact fear conditioning to a visual cue in a cortically blind patient. , 2003, Brain : a journal of neurology.

[240]  Harald Lachnit,et al.  Similarity and discrimination in human Pavlovian conditioning. , 2003, Psychophysiology.

[241]  Joshua B. Tenenbaum,et al.  Inferring causal networks from observations and interventions , 2003, Cogn. Sci..

[242]  P. Lovibond Causal beliefs and conditioned responses: retrospective revaluation induced by experience and by instruction. , 2003, Journal of experimental psychology. Learning, memory, and cognition.

[243]  K. Holyoak,et al.  A symbolic-connectionist theory of relational inference and generalization. , 2003, Psychological review.

[244]  T. Beckers,et al.  Secondary task difficulty modulates forward blocking in human contingency learning , 2003, The Quarterly journal of experimental psychology. B, Comparative and physiological psychology.

[245]  S. Killcross,et al.  Inactivation of the infralimbic prefrontal cortex reinstates goal-directed responding in overtrained rats , 2003, Behavioural Brain Research.

[246]  Jordan B. Peterson,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Decreased Latent Inhibition Is Associated With Increased Creative Achievement in High-Functioning Individuals , 2003 .

[247]  T. Shultz Computational Developmental Psychology , 2003 .

[248]  Jonathan Evans In two minds: dual-process accounts of reasoning , 2003, Trends in Cognitive Sciences.

[249]  H. Lachnit,et al.  Non-elemental processing in olfactory discrimination tasks needs bilateral input in honeybees , 2003, Behavioural Brain Research.

[250]  H. Lachnit,et al.  A modified version of the unique cue theory accounts for olfactory compound processing in honeybees. , 2003, Learning & memory.

[251]  S. Killcross,et al.  Coordination of actions and habits in the medial prefrontal cortex of rats. , 2003, Cerebral cortex.

[252]  Christopher J. Mitchell,et al.  Forward and backward blocking of causal judgment is enhanced by additivity of effect magnitude , 2003, Memory & cognition.

[253]  P. Juslin,et al.  Exemplar effects in categorization and multiple-cue judgment. , 2003, Journal of experimental psychology. General.

[254]  Alexander Todorov,et al.  The efficiency of binding spontaneous trait inferences to actors’ faces , 2003 .

[255]  A. Dickinson,et al.  Prediction Error during Retrospective Revaluation of Causal Associations in Humans fMRI Evidence in Favor of an Associative Model of Learning , 2004, Neuron.

[256]  T. Regier,et al.  Learning the unlearnable: the role of missing evidence , 2004, Cognition.

[257]  Bertram Gawronski,et al.  On the propositional nature of cognitive consistency: Dissonance changes explicit, but not implicit attitudes , 2004 .

[258]  A. Todorov,et al.  The person reference process in spontaneous trait inferences. , 2004, Journal of personality and social psychology.

[259]  S. Sloman,et al.  The advantage of timely intervention. , 2004, Journal of experimental psychology. Learning, memory, and cognition.

[260]  Thomas R. Shultz,et al.  Modeling cognitive development on balance scale phenomena , 1994, Machine Learning.

[261]  Samuel M. McClure,et al.  Separate Neural Systems Value Immediate and Delayed Monetary Rewards , 2004, Science.

[262]  James L. McClelland,et al.  A reexamination of the evidence for the somatic marker hypothesis: what participants really know in the Iowa gambling task. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[263]  Thomas R. Shultz,et al.  Modeling Cognitive Development on Balance Scale Phenomena , 2004, Machine Learning.

[264]  A. G. Baker,et al.  A role for CS-US contingency in Pavlovian conditioning. , 2004, Journal of experimental psychology. Animal behavior processes.

[265]  Fred J Helmstetter,et al.  Neural Substrates Mediating Human Delay and Trace Fear Conditioning , 2004, The Journal of Neuroscience.

[266]  David M. Sobel,et al.  A theory of causal learning in children: causal maps and Bayes nets. , 2004, Psychological review.

[267]  T. R. Scott,et al.  Artificial neural network analysis of gustatory responses in the thalamic taste relay of the rat , 2004, Physiology & Behavior.

[268]  Leonora Wilkinson,et al.  Intentional control and implicit sequence learning. , 2004, Journal of experimental psychology. Learning, memory, and cognition.

[269]  Tracey J. Shors,et al.  Memory traces of trace memories: neurogenesis, synaptogenesis and awareness , 2004, Trends in Neurosciences.

[270]  C. Gallistel,et al.  The learning curve: implications of a quantitative analysis. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[271]  E. Janssen,et al.  Classical Conditioning of Sexual Arousal in Women and Men: Effects of Varying Awareness and Biological Relevance of the Conditioned Stimulus , 2004, Archives of sexual behavior.

[272]  Andreas Olsson,et al.  Learned Fear of “Unseen” Faces after Pavlovian, Observational, and Instructed Fear , 2004, Psychological science.

[273]  L. Allan,et al.  Assessing (in)sensitivity to causal asymmetry: A matter of degree , 2004 .

[274]  M. Bouton Context and behavioral processes in extinction. , 2004, Learning & memory.

[275]  R. E. Blaser,et al.  Backward blocking in honeybees , 2004, The Quarterly journal of experimental psychology. B, Comparative and physiological psychology.

[276]  Yuji Takeda,et al.  Selective learning of spatial configuration and object identity in visual search , 2004, Perception & psychophysics.

[277]  A. Gopnik,et al.  Mechanisms of theory formation in young children , 2004, Trends in Cognitive Sciences.

[278]  G. Quirk,et al.  Neuronal signalling of fear memory , 2004, Nature Reviews Neuroscience.

[279]  F. Strack,et al.  Reflective and Impulsive Determinants of Social Behavior , 2004, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[280]  D. Clark Developing new treatments: on the interplay between theories, experimental science and clinical innovation. , 2004, Behaviour research and therapy.

[281]  Steve Stewart-Williams,et al.  The placebo effect: dissolving the expectancy versus conditioning debate. , 2004, Psychological bulletin.

[282]  Herbert S. Terrace,et al.  The simultaneous chain: a new approach to serial learning , 2005, Trends in Cognitive Sciences.

[283]  P. Fries A mechanism for cognitive dynamics: neuronal communication through neuronal coherence , 2005, Trends in Cognitive Sciences.

[284]  Christian Gerloff,et al.  Larger interregional synchrony is associated with greater behavioral success in a complex sensory integration task in humans. , 2005, Cerebral cortex.

[285]  Uwe Runge,et al.  Fear Conditioning following Unilateral Temporal Lobectomy: Dissociation of Conditioned Startle Potentiation and Autonomic Learning , 2005, The Journal of Neuroscience.

[286]  S. Ghirlanda Retrospective revaluation as simple associative learning. , 2005, Journal of experimental psychology. Animal behavior processes.

[287]  I. Mclaren,et al.  The outcome specificity of learned predictiveness effects: parallels between human causal learning and animal conditioning. , 2005, Journal of experimental psychology. Animal behavior processes.

[288]  J. Tenenbaum,et al.  Structure and strength in causal induction , 2005, Cognitive Psychology.

[289]  M. Van der Linden,et al.  Investigation of Implicit Memory during Isoflurane Anesthesia for Elective Surgery Using the Process Dissociation Procedure , 2005, Anesthesiology.

[290]  O. Lipp,et al.  No support for dual process accounts of human affective learning in simple Pavlovian conditioning , 2005, Cognition & emotion.

[291]  Ralph R. Miller,et al.  Contrasting predictive and causal values of predictors and of causes , 2005, Learning & behavior.

[292]  Bram Vervliet,et al.  Return of fear in a human differential conditioning paradigm caused by a stimulus change after extinction. , 2005, Behaviour research and therapy.

[293]  John J. Skowronski,et al.  Linking versus thinking: evidence for the different associative and attributional bases of spontaneous trait transference and spontaneous trait inference. , 2005, Journal of personality and social psychology.

[294]  Francisco J. López,et al.  Associative and causal reasoning accounts of causal induction: Symmetries and asymmetries in predictive and diagnostic inferences , 2005, Memory & cognition.

[295]  Clare McNiven,et al.  Consciousness : Creeping up on the Hard Problem * , 2005 .

[296]  Leslie G. Ungerleider,et al.  Visual awareness and the detection of fearful faces. , 2005, Emotion.

[297]  Andy J. Wills,et al.  New Directions in Human Associative Learning , 2005 .

[298]  J. Kruschke,et al.  Eye gaze and individual differences consistent with learned attention in associative blocking and highlighting. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[299]  Ralph R. Miller,et al.  Competition between antecedent and between subsequent stimuli in causal judgments. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[300]  Peter F. Lovibond,et al.  Evidence for deductive reasoning in blocking of causal judgments , 2005 .

[301]  T. Beckers,et al.  On the role of controlled cognitive processes in human associative learning. , 2005 .

[302]  I. Mclaren,et al.  Blocking and unblocking in human causal learning. , 2005, Journal of experimental psychology. Animal behavior processes.

[303]  Joseph E LeDoux,et al.  Contributions of the Amygdala to Emotion Processing: From Animal Models to Human Behavior , 2005, Neuron.

[304]  Michael R. Waldmann,et al.  Seeing versus doing: two modes of accessing causal knowledge. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[305]  Richard F. Thompson In search of memory traces. , 2005, Annual review of psychology.

[306]  Michael R. Waldmann,et al.  Competence and performance in causal learning , 2005, Learning & behavior.

[307]  Ralph R. Miller,et al.  Outcome additivity and outcome maximality influence cue competition in human causal learning. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[308]  Ezequiel Morsella The function of phenomenal states: supramodular interaction theory. , 2005, Psychological review.

[309]  N. Schmajuk,et al.  Experimental challenges to theories of classical conditioning: application of an attentional model of storage and retrieval. , 2006, Journal of experimental psychology. Animal behavior processes.

[310]  Richard Henson,et al.  Forward inference using functional neuroimaging: dissociations versus associations , 2006, Trends in Cognitive Sciences.

[311]  Axel Cleeremans,et al.  Dissociating the effects of automatic activation and explicit expectancy on reaction times in a simple associative learning task. , 2006, Journal of experimental psychology. Learning, memory, and cognition.

[312]  J. Tenenbaum,et al.  Theory-based Bayesian models of inductive learning and reasoning , 2006, Trends in Cognitive Sciences.

[313]  J. de Houwer,et al.  Automaticity: a theoretical and conceptual analysis. , 2006, Psychological bulletin.

[314]  David M. Sobel,et al.  Blickets and babies: the development of causal reasoning in toddlers and infants. , 2006, Developmental psychology.

[315]  Christopher J. Mitchell,et al.  Forward blocking in human learning sometimes reflects the failure to encode a cue–outcome relationship , 2006, Quarterly journal of experimental psychology.

[316]  Rainer Spiegel,et al.  Associative sequence learning in humans. , 2006, Journal of experimental psychology. Animal behavior processes.

[317]  Bram Vervliet,et al.  Resistance to extinction in evaluative conditioning. , 2006, Journal of experimental psychology. Animal behavior processes.

[318]  Reinout W. Wiers,et al.  Advances in social psychology , 2006 .

[319]  J. Kruschke Locally Bayesian learning with applications to retrospective revaluation and highlighting. , 2006, Psychological review.

[320]  J. Tenenbaum,et al.  Special issue on “Probabilistic models of cognition , 2022 .

[321]  Ralph R. Miller,et al.  Reasoning rats: forward blocking in Pavlovian animal conditioning is sensitive to constraints of causal inference. , 2006, Journal of experimental psychology. General.

[322]  G. Buzsáki Rhythms of the brain , 2006 .

[323]  A. Yuille,et al.  Opinion TRENDS in Cognitive Sciences Vol.10 No.7 July 2006 Special Issue: Probabilistic models of cognition Vision as Bayesian inference: analysis by synthesis? , 2022 .

[324]  P. Juslin,et al.  On the role of causal intervention in multiple-cue judgment: positive and negative effects on learning. , 2006, Journal of experimental psychology. Learning, memory, and cognition.

[325]  Christopher D. Manning,et al.  Probabilistic models of language processing and acquisition , 2006, Trends in Cognitive Sciences.

[326]  S. Sloman,et al.  Time as a guide to cause. , 2006, Journal of experimental psychology. Learning, memory, and cognition.

[327]  Michael R. Waldmann,et al.  Causal Reasoning in Rats , 2006, Science.

[328]  G. Mandler A History of Modern Experimental Psychology: From James and Wundt to Cognitive Science , 2006, History & Philosophy of Psychology.

[329]  David L. Neumann,et al.  The use of an unpleasant sound as an unconditional stimulus in a human aversive Pavlovian conditioning procedure , 2006, Biological Psychology.

[330]  B. Nagengast,et al.  Evaluative conditioning and the awareness issue: assessing contingency awareness with the four-picture recognition test. , 2006, Journal of experimental psychology. Animal behavior processes.

[331]  G. Bodenhausen,et al.  Associative and propositional processes in evaluation: an integrative review of implicit and explicit attitude change. , 2006, Psychological bulletin.

[332]  Dominique Ginhac,et al.  Implicit learning of a repeated segment in continuous tracking: A reappraisal , 2006, Quarterly journal of experimental psychology.

[333]  Aaron C. Courville,et al.  Bayesian theories of conditioning in a changing world , 2006, Trends in Cognitive Sciences.

[334]  S. Savage-Rumbaugh,et al.  The development of representational play in chimpanzees and bonobos: Evolutionary implications, pretense, and the role of interspecies communication , 2006 .

[335]  J. Tenenbaum,et al.  Word learning as Bayesian inference. , 2007, Psychological review.

[336]  O. Luminet,et al.  Aware and (dis)liking: item-based analyses reveal that valence acquisition via evaluative conditioning emerges only when there is contingency awareness. , 2007, Journal of experimental psychology. Learning, memory, and cognition.

[337]  Stefaan Vandorpe,et al.  Outcome maximality and additivity training also influence cue competition in causal learning when learning involves many cues and events , 2007, Quarterly journal of experimental psychology.

[338]  H. Lyn Mental representation of symbols as revealed by vocabulary errors in two bonobos (Pan paniscus) , 2007, Animal Cognition.

[339]  Sunbin Song,et al.  Implicit probabilistic sequence learning is independent of explicit awareness. , 2007, Learning & memory.

[340]  Derek C. Penn,et al.  Causal cognition in human and nonhuman animals: a comparative, critical review. , 2007, Annual review of psychology.

[341]  C. Grillon,et al.  Sensitivity to masked conditioned stimuli predicts conditioned response magnitude under masked conditions. , 2007, Psychophysiology.

[342]  Anthony J. Rissling,et al.  Under what conditions can human affective conditioning occur without contingency awareness? Test of the evaluative conditioning paradigm. , 2007, Emotion.

[343]  T. Beckers,et al.  Statistical contingency has a different impact on preparation judgements than on causal judgements , 2007, Quarterly journal of experimental psychology.

[344]  S. Mobini,et al.  Caffeine Deprivation State Modulates Expression of Acquired Liking for Caffeine-Paired Flavours , 2007, Quarterly journal of experimental psychology.

[345]  M. Hallett Volitional control of movement: The physiology of free will , 2007, Clinical Neurophysiology.

[346]  A. Gopnik,et al.  Causal learning : psychology, philosophy, and computation , 2007 .

[347]  A. Moors Can cognitive methods be used to study the unique aspect of emotion: An appraisal theorist's answer , 2007 .

[348]  H. Lachnit,et al.  Responding in configural discrimination problems depends on density of reinforcement in time. , 2007, Experimental psychology.

[349]  John J. Skowronski,et al.  Interfering With Inferential, But Not Associative, Processes Underlying Spontaneous Trait Inference , 2007, Personality & social psychology bulletin.

[350]  H. Lachnit,et al.  The trial-spacing effect in olfactory patterning discriminations in honeybees , 2007, Behavioural Brain Research.

[351]  P. Lovibond,et al.  Flavor evaluative conditioning and contingency awareness , 2007, Learning & behavior.

[352]  A. Dickinson,et al.  Flavor-evaluative conditioning is unaffected by contingency knowledge during training with color-flavor compounds , 2007, Learning & behavior.

[353]  M. Bar The proactive brain: using analogies and associations to generate predictions , 2007, Trends in Cognitive Sciences.

[354]  A. Hamm,et al.  Fear acquisition requires awareness in trace but not delay conditioning. , 2007, Psychophysiology.

[355]  William A. Cunningham,et al.  Opinion TRENDS in Cognitive Sciences Vol.11 No.3 Attitudes and evaluations: a social cognitive neuroscience perspective , 2022 .

[356]  Miguel A. Vadillo,et al.  Predictions and causal estimations are not supported by the same associative structure , 2007, Quarterly journal of experimental psychology.

[357]  R. Boakes,et al.  Second-order conditioning in human predictive judgements when there is little time to think , 2007, Quarterly journal of experimental psychology.

[358]  James L. McClelland,et al.  Using domain-general principles to explain children's causal reasoning abilities. , 2007, Developmental science.

[359]  D. Lagnado,et al.  Challenging the role of implicit processes in probabilistic category learning , 2007, Psychonomic bulletin & review.

[360]  B. Merker Consciousness without a cerebral cortex: A challenge for neuroscience and medicine , 2007, Behavioral and Brain Sciences.

[361]  D. Washburn,et al.  A Salience Theory of Learning and Behavior: With Perspectives on Neurobiology and Cognition , 2007, International Journal of Primatology.

[362]  Petra E. Pajtas,et al.  Single dose of a dopamine agonist impairs reinforcement learning in humans: Behavioral evidence from a laboratory-based measure of reward responsiveness , 2008, Psychopharmacology.

[363]  J. Houwer A Conceptual and Theoretical Analysis of Evaluative Conditioning , 2007 .

[364]  D. Shanks Associationism and cognition: Human contingency learning at 25 , 2007, Quarterly journal of experimental psychology.

[365]  P. Holland Cognitive versus stimulus-response theories of learning. , 2008, Learning & behavior.

[366]  J. Uleman,et al.  Spontaneous inferences, implicit impressions, and implicit theories. , 2008, Annual review of psychology.

[367]  Bertram Gawronski,et al.  When “Just Say No” is not enough: Affirmation versus negation training and the reduction of automatic stereotype activation☆ , 2008 .

[368]  N. Schmajuk,et al.  Attentional, associative, and configural mechanisms in extinction. , 2008, Psychological review.

[369]  D. Shanks,et al.  Learning strategies in amnesia , 2008, Neuroscience & Biobehavioral Reviews.

[370]  Ralph R Miller,et al.  Blocking and pseudoblocking: The reply of Rattus norvegicus to Apis mellifera , 2008, Quarterly journal of experimental psychology.

[371]  Ben R. Newell,et al.  Dimensions in data: testing psychological models using state-trace analysis , 2008, Trends in Cognitive Sciences.

[372]  Morten H. Christiansen,et al.  Language as shaped by the brain. , 2008, The Behavioral and brain sciences.

[373]  Tom Beckers,et al.  The effect of subadditive pretraining on blocking: Limits on generalization , 2008, Learning & behavior.

[374]  Jonathan Evans Dual-processing accounts of reasoning, judgment, and social cognition. , 2008, Annual review of psychology.

[375]  D. Mareschal,et al.  Analogy as relational priming: The challenge of self-reflection , 2008, Behavioral and Brain Sciences.

[376]  Arndt Bröder,et al.  Cognitive processes, models and metaphors in decision research , 2008, Judgment and Decision Making.

[377]  Alan L. Yuille,et al.  Sequential causal learning in humans and rats , 2008 .

[378]  J. Desmond,et al.  Neural substrates underlying human delay and trace eyeblink conditioning , 2008, Proceedings of the National Academy of Sciences.

[379]  Nilli Lavie,et al.  Load Induced Blindness , 2008, Journal of experimental psychology. Human perception and performance.

[380]  Etienne P. LeBel,et al.  Understanding patterns of attitude change: When implicit measures show change, but explicit measures do not ☆ , 2008 .

[381]  N. Schmajuk,et al.  Associative models can describe both causal learning and conditioning , 2008, Behavioural Processes.

[382]  Derek C. Penn,et al.  Darwin's mistake: Explaining the discontinuity between human and nonhuman minds , 2008, Behavioral and Brain Sciences.

[383]  R. Dolan,et al.  Subliminal Instrumental Conditioning Demonstrated in the Human Brain , 2008, Neuron.

[384]  Bertram Gawronski,et al.  The TAR Effect: When the Ones Who Dislike Become the Ones Who Are Disliked , 2008, Personality & social psychology bulletin.

[385]  R. Sperry [Neurology and the mind-brain problem]. , 2008, Vertex.

[386]  David R Shanks,et al.  Awareness in contextual cuing with extended and concurrent explicit tests , 2008, Memory & cognition.

[387]  Hiu Tin Leung,et al.  Spontaneous recovery of extinguished fear responses deepens their extinction: a role for error-correction mechanisms. , 2008, Journal of experimental psychology. Animal behavior processes.

[388]  James E Witnauer,et al.  Reduced blocking as a result of increasing the number of blocking cues , 2008, Psychonomic bulletin & review.

[389]  P. Lovibond,et al.  Is Perruchet's dissociation between eyeblink conditioned responding and outcome expectancy evidence for two learning systems? , 2009, Journal of experimental psychology. Animal behavior processes.

[390]  N. Chater,et al.  Précis of Bayesian Rationality: The Probabilistic Approach to Human Reasoning , 2009, Behavioral and Brain Sciences.

[391]  N. Chater Rational and mechanistic perspectives on reinforcement learning , 2009, Cognition.

[392]  Michael J. Frank,et al.  Single dose of a dopamine agonist impairs reinforcement learning in humans: Evidence from event‐related potentials and computational modeling of striatal‐cortical function , 2009, Human brain mapping.

[393]  A. G. Baker,et al.  Human judgments of positive and negative causal chains. , 2009, Journal of experimental psychology. Animal behavior processes.

[394]  J. Houwer The propositional approach to associative learning as an alternative for association formation models , 2009 .

[395]  I. Mclaren,et al.  Discrimination and generalization along a simple dimension: peak shift and rule-governed responding. , 2009, Journal of experimental psychology. Animal behavior processes.

[396]  Steven A. Sloman,et al.  Beyond covariation: Cues to causal structure. , 2010 .

[397]  A. Cooper,et al.  Predictive Reward Signal of Dopamine Neurons , 2011 .

[398]  C. Hoerl Causal reasoning , 2011 .

[399]  P. Lovibond,et al.  Awareness is necessary for differential trace and delay eyeblink conditioning in humans , 2011, Biological Psychology.