Keith Holyoak Publications

(as of July 1, 2024)

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Holyoak, K. J. (2024). Why I am not a Turing machine. Journal of Cognitive Psychology, 1-12. https://doi.org/10.1080/20445911.2024.2395573

Ichien, N., Stamenković, D., & Holyoak, K. J. (2024). Large language model displays emergent ability to interpret novel literary metaphors. Metaphor and Symbol, 39(4), 296-309. DOI: 10.1080/10926488.2024.2380348.

Ichien, N., Stamenković, D., Whatley, M. C., Castel, A. D., & Holyoak, K. J. (2024). Advancing with age: Older adults excel in comprehension of novel metaphors. Psychology and Aging. https://doi.org/10.1037/pag0000836.

Ichien, N., Stamenković, D., & Holyoak, K. J. (2024). Interpretation of novel literary metaphors by humans and GPT-4. In L. K. Samuelson, S. Frank, M. Toneva, A. Mackey, & E. Hazeltine (Eds.), Proceedings of the 46th Annual Conference of the Cognitive Science Society. Cognitive Science Society.

Ichien, N., Lin, N., Holyoak, K. J., & Lu, H. (2024). Cognitive complexity explains processing asymmetry in judgments of similarity versus difference. Cognitive Psychology, 151, 101661.

Lee, D. G., & Holyoak, K. J. (2024). Transient value refinements during deliberation facilitate choice. Decision, 11(2), 303–319.

Ichien, N., Liu, Q., Fu, S., Holyoak, K. J., Yuille, A. L., & Lu, H. (2023). Two computational approaches to visual analogy: Task-specific models versus domain-general mapping. Cognitive Science47: e13347.

Webb, T., Fu, S., Bihl, T., Holyoak, K. J., & Lu. H. (2023. Zero-shot visual reasoning through probabilistic analogical mapping. Nature Communications, 15, 5144. DOI: 10.1038/s41467-023-40804-x.

Webb, T., Holyoak, K. J., & Lu, H. (2023). Emergent analogical reasoning in large language models. Nature Human Behaviour.  DOI: 10.1038/s41562-023-01659-w.

Holyoak, K. J., Ichien, N., & Lu, H. (2023). Analogy and the generation of ideas. Creativity Research Journal. DOI: 10.1080/10400419.2023.2232673.

Ichien, N., Lin, N., Holyoak, K. J., & Lu, H. (2023). Asymmetry in similarity and difference judgments results from asymmetry in the complexity of the relations same and different. In M. Goldwater, F. Anggoro, B. Hayes, & D. Ong (Eds.), Proceedings of the 45th Annual Meeting of the Cognitive Science Society (pp. 2149-2156). Cognitive Science Society.

Lee, A. J., Lu, H., & Holyoak, K. J. (2023). Human relational concept learning on the Synthetic Visual Reasoning Task. In M. Goldwater, F. Anggoro, B. Hayes, & D. Ong (Eds.), Proceedings of the 45th Annual Meeting of the Cognitive Science Society (pp. 799-805).  Cognitive Science Society.

Chesebrough, C., Chrysikou, E. G., Holyoak, K. J., Zhang, F., & Kounios, J. (2023). Conceptual change induced by analogical reasoning sparks aha moments. Creativity Research Journal. DOI: 10.1080/10400419.2023.2188361.

Ichien, N., Alfred, K. L., Baia, S., Kraemer, D. J. M., Holyoak, K. J., Bunge, S. A., & Lu, H. (2023). Relational and lexical similarity in analogical reasoning and recognition memory: Behavioral evidence and computational evaluation. Cognitive Psychology, 141, 101550.

Holyoak, K. J. (2023). Poet and psychologist: A conversation. Metaphor and Symbol, 38(2), 117-129.

Stamenković, D., Milenković, K., Ichien, N., & Holyoak, K. J. (2023). An individual-differences approach to poetic metaphor: Impact of aptness and familiarity. Metaphor and Symbol, 38(2), 149-161.

Holyoak, K. J., Ichien, N., & Lu, H. (2022). From semantic vectors to analogical mappingCurrent Directions in Psychological Science. https://doi.org/10.1177/09637214221098054

Lu, H., Ichien, N., & Holyoak, K. J. (2022). Probabilistic analogical mapping with semantic relation networksPsychological Review. https://doi.org/10.1037/rev0000358

Priniski, J. H., & Holyoak, K. J. (2022). A darkening spring: How preexisting distrust shaped COVID-19 skepticism.  PLoS ONE 17(1): e0263191. https://doi.org/10.1371/journal.pone.0263191

Ichien, N., Lu, H., & Holyoak, K. J. (2022). Predicting patterns of similarity among abstract semantic relations. Journal of Experimental Psychology: Learning, Memory, and Cognition, 48(1), 108–121. https://doi.org/10.1037/xlm0001010

Fu, S., Holyoak, K. J., & Lu, H. (2022). From vision to reasoning: Probabilistic analogical mapping between 3D objects. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Ichien, N., Alfred, K. L., Baia, S., Kraemer, D. J. M., Bunge, S. A., Lu, H., & Holyoak, K. J. (2022). Relation representations in analogical reasoning and recognition memory. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Ichien, N., Kan, A., Holyoak, K. J., & Lu, H. (2022). Generative inferences in relational and analogical reasoning: A comparison of computational models. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Ionescu, A., Lu, H., Holyoak, K. J., & Sandhofer, C. M. (2022). Children’s acquisition of the concept of antonym across different lexical classes. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Lee, J., & Holyoak, K. J. (2022). Familial guilt: A cross-society comparison of judgments of collective family responsibility. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Linford, B., Ichien, N., Holyoak, K. J., & Lu, H. (2022). Impact of semantic representations on analogical mapping with transitive relations. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Snefjella, B., Ichien, N., Holyoak, K. J., & Lu, H. (2022). Predicting human judgments of relational similarity:  comparison of computational models based on vector representations of meaning. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Wong, E.F., Priniski, J. H., & Holyoak, K. J. (2022). Cognitive and emotional impact of politically-polarized internet memes about climate change. In J. Culbertson, A. Perfors, H. Rabagliati, & V. Ramenzoni (Eds.), Proceedings of the 44th Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Lee, D. G., & Holyoak, K. J. (2021). Coherence shifts in attribute evaluationsDecision, 8(4), 257–276. https://doi.org/10.1037/dec0000151

Morsanyi, K., Hamilton, J., Stamenković,D. , & Holyoak, K. J. (2021). Linking metaphor comprehension with analogical reasoning: Evidence from typical development and Autism Spectrum DisorderBritish Journal of Psychology. DOI: 10.1111/bjop.12542

Gray, M. E., & Holyoak, K. J. (2021). Teaching by analogy: From theory to practiceMind, Brain, and Education15, 250-263.

Lee, J., Priniski, J. H., Valderrama, S., & Holyoak, K. J. (2021). Disgraced professionals: Revelation of immorality decreases evaluations of professional competence and accomplishment. In T. Fitch, C. Lamm, H. Leder, & K. Teßmar-Raible (Eds.), Proceedings of the 43rd Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Priniski, J. H., McClay, M., & Holyoak, K. J. (2021). Rise of QAnon: A mental model of good and evil stews in an echochamber. In T. Fitch, C. Lamm, H. Leder, & K. Teßmar-Raible (Eds.), Proceedings of the 43rd Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Ichien, N., Liu, Q., Fu, S., Holyoak, K. J., Yuille, A. L., & Lu, H. (2021). Visual analogy: Deep learning versus compositional models. In T. Fitch, C. Lamm, H. Leder, & K. Teßmar-Raible (Eds.), Proceedings of the 43rd Annual Meeting of the Cognitive Science Society. Cognitive Science Society.

Wong, E. F., & Holyoak, K. J. (2021). Cognitive and motivational factors driving sharing of internet memes. Memory & Cognition, 49, 863-872.

Holyoak, K. J., & Lu, H. (2021). Emergence of relational reasoning. Current Opinion in Behavioral Sciences37, 118-124.

Chiang, J. N., Peng, Y., Lu, H., Holyoak, K. J., & Monti, M. M. (2021). Distributed code for semantic relations predicts neural similarity during analogical reasoning. Journal of Cognitive Neuroscience33, 377-389.

Holyoak, K. J., & Monti, M. M. (2021). Relational integration in the human brain: A review and synthesis. Journal of Cognitive Neuroscience33, 341-356.

Priniski, J. H., & Holyoak, K. J. (2020). Crowdsourcing to analyze belief systems underlying social issues. In S. Denison, M. Mack, Y. Xu, & B. Armstrong (Eds.), Proceedings of the 42nd Annual Meeting of the Cognitive Science Society (pp. 443-449)Austin, TX: Cognitive Science Society.

Morsanyi, K., Stamenković, D., & Holyoak, K. J. (2020). Metaphor processing in autism: A systematic review and meta-analysis. Developmental Review57, article 100925.

Stamenković, D., Ichien, N., & Holyoak, K. J. (2020). Individual differences in comprehension of contextualized metaphors. Metaphor & Symbol35(4), 285-301.

Ichien, N., Lu, H., & Holyoak, K. J. (2020). Verbal analogy problem sets: An inventory of testing materials. Behavior Research Methods52, 1803-1816https://doi.org/10.3758/s13428-019-01312-3

Morsanyi, K., Stamenković, D., & Holyoak, K. J. (2020). Analogical reasoning in autism: A systematic review and meta-analysis. (pp. 59-87). In K. Morsanyi & R. M. J. Byrne (Eds.), Thinking, reasoning, and decision making in autism. Milton Park, UK: Routledge.

Lee, J., & Holyoak, K. J. (2020). “But he’s my brother”: The impact of family obligation on moral judgments and decisions. Memory & Cognition48(1), 158– 170.

Gray, M. E., & Holyoak, K. J. (2020). Individual differences in relational reasoning., Memory & Cognition,48(1), 96–110.

Lu, H., Liu, Q., Ichien, N., Yuille, A. L., & Holyoak, K. J. (2019). Seeing the meaning: Vision meets semantics in solving visual analogy problems. In A. Goel, C. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (pp. 2201-2207)Austin, TX: Cognitive Science Society.

Wong, E. F., Schauer, G. F., Gordon, P. C., & Holyoak, K. J. (2019). Semantic and visual interference in solving pictorial analogies. In A. Goel, C. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (pp. 3115-3120)Austin, TX: Cognitive Science Society.

Ichien, N., Lu, H., & Holyoak, K. J. (2019). Individual differences in judging similarity between semantic relations. In A. Goel, C. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (pp. 464-470)Austin, TX: Cognitive Science Society.

Lu, H., Wu, Y. N., & Holyoak, K. J. (2019). Emergence of analogy from relation learning. Proceedings of the National Academy of Sciences, USA, 116, 4176-4181.

Stamenković, D., Ichien, N., & Holyoak, K. J. (2019). Metaphor comprehension: An individual-differences approach. Journal of Memory and Language105, 108-118.

Gray, M. E., & Holyoak, K. J. (2018). Individual differences in relational reasoning. In C. Kalish, M. Rau, J. Zhu & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

Lee, J., & Holyoak, K. J. (2018). “But he’s my brother”: How family obligation impacts moral judgments. In C. Kalish, M. Rau, J. Zhu & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

Peng, Y., Javangula, P. R., Lu, H., & Holyoak, K. J. (2018). Behavioral oscillations in verification of relational role bindings. In C. Kalish, M. Rau, J. Zhu & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

Stamenković, D., & Holyoak, K. J. (2018). Individual differences in both fluid and crystalized intelligence predict metaphor comprehension. In C. Kalish, M. Rau, J. Zhu & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

Holyoak, K. J., & Stamenković, D. (2018). Metaphor comprehension: A critical review of theories and evidence. Psychological Bulletin144, 641-671.

Tyumeneva, Y. A., Larina, G., Alexandrova, E., DeWolf, M., Bassok, M., & Holyoak, K. J. (2018). Semantic alignment across whole-number arithmetic and rational numbers: Evidence from a Russian perspective. Thinking & Reasoning24, 198-220.

Gray, M. E., DeWolf, M., Bassok, M., & Holyoak, K. J. (2017). Dissociation between magnitude comparison and relation identification across different formats for rational numbers. Thinking & Reasoning24, 179-197.

DeWolf, M., Son, J. Y., Bassok, M., & Holyoak, K. J. (2017). Relational priming based on a multiplicative schema for whole numbers and fractions. Cognitive Science41, 2053-2088.

Powell, D., Yu, J., DeWolf, M., & Holyoak, K. J. (2017). The love of large numbers: A popularity bias in consumer choice. Psychological Science28, 1432-1442.

Kubricht, J. R., Lu, H., & Holyoak, K. J. (2017). Intuitive physics: Current research and controversies. Trends in Cognitive Sciences21, 749-759.

Plummer, P., DeWolf, M., Bassok, B., Gordon, P. C., & Holyoak, K. J. (2017).Reasoning strategies with rational numbers revealed by eye-tracking. Attention, Perception, & Psychophysics79, 1426-1437.

Chen, D., Lu, H., & Holyoak, K. J. (2017). Generative inferences based on learned relations. Cognitive Science41, 1062-1092.

Holyoak, K. J., & Lee, H. S (2017). Inferring Causal Relations by Analogy. In Walmann, M. R. (Ed.), The Oxford Handbook of Causal Reasoning. New York: Oxford University Press.

Kubricht, J. R., Lu, H., & Holyoak, K. J. (2017). Individual differences in spontaneous analogical transfer. Memory & Cognition45, 576-588.

DeWolf, M., Chiang, J. N., Bassok, M., Holyoak, K. J., & Monti, M. M. (2016). Neural representations of magnitude for natural and rational numbers. NeuroImage, 141, 304-312.

DeWolf, M., Bassok, M., Holyoak, K. J., (2016). A set for relational reasoning: Facilitation of algebraic modeling by a fraction task. Journal of Experimental Child Psychology152, 351-366

Guthormsen, A. M., Fischer, K. J., Bassok, M., Osterhout, L., DeWolf, M. & Holyoak, K. J. (2016). Conceptual Integration of Arithmetic Operations With Real-World Knowledge: Evidence From Event-Related Potentials. Cognitive Science 40, 723–757.

Holyoak, K.J. & Powell, D., (2016). Deontological Coherence: A Framework for Commonsense Moral Reasoning. Psychological Bulletin, Vol 142No 11, 1179–1203

Powell, D., Merrick, A.M., Lu, H., & Holyoak, K.J. (2016). Causal competition based on generic priors. Cognitive Psychology, 86, 62–86

Lee, H. S., DeWolf, M., Bassok, M., & Holyoak, K. J. (2016). Conceptual and procedural distinctions between fractions and decimals: A cross-national comparison. Cognition147, 57-69.

Horne, Z., Powell, D., Hummel, J. E., & Holyoak, K. J. (2015b). Reply to Betsch et al.: Highlighting risks of diseases shifts vaccine attitudes. Proceedings of the National Academy of Sciences, USA112, E6727.

Horne, Z., Powell, D., Hummel, J. E., & Holyoak, K. J. (2015). Countering Anti-Vaccination Attitudes. Proceedings of the National Academy of Sciences.

Holyoak, K. J. (2016). Editorial. Psychological Review123, 1.

DeWolf, M., Bassok, M., & Holyoak, K. J. (2015). From rational numbers to algebra: Separable contributions of decimal magnitude and relational understanding of fractions. Journal of Experimental Child Psychology133, 72-84.

Powell, D., Horne, Z., Pinillos, N. Á., & Holyoak, K.J. (2015). A Bayesian framework for knowledge attribution: Evidence from semantic integration. Cognition, 139, 92–104

M., Rapp, M., Bassok, M., & Holyoak, K. J. (2015). Modeling Discrete and Continuous Entities With Fractions and Decimals. Journal of Experimental Psychology: Applied, Vol 21, No. 1, 47–56

DeWolf, M., Rapp, M., Bassok, M., & Holyoak, K. J. (2015). Conceptual Structure and the Procedural Affordances of Rational Numbers: Relational Reasoning With Fractions and Decimals. Journal of Experimental Psychology: General, Vol. 144:1, 127–150

DeWolf, M., Son, J. Y., Bassok, M., & Holyoak, K. J. (2015). Implicit Understanding of Arithmetic with Rational Numbers: The Impact of Expertise. In R. Dale, C. Jennings, P. Maglio, T. Matlock, D. Noelle, A. Warfaumont & J. Yoshimi (Eds.), Proceedings of the 37th Annual Conference of the Cognitive Science Society, Austin, TX: Cognitive Science Society.

DeWolf, M., Bassok, M., & Holyoak, K. J. (2015). Modeling Relational Priming and Multiplicative Reasoning with Rational Numbers. In R. Dale, C. Jennings, P. Maglio, T. Matlock, D. Noelle, A. Warfaumont & J. Yoshimi (Eds.), Proceedings of the 37th Annual Conference of the Cognitive Science Society, Austin, TX: Cognitive Science Society.

Lee, H.S., DeWolf, M., Bassok, M., & Holyoak, K. J. (2015). Semantic Alignment of Fractions and Decimals with Discrete Versus Continuous Entities: A Cross-national Comparison. In R. Dale, C. Jennings, P. Maglio, T. Matlock, D. Noelle, A. Warfaumont & J. Yoshimi (Eds.), Proceedings of the 37th Annual Conference of the Cognitive Science Society, Austin, TX: Cognitive Science Society.

Kubricht, J. R., Lu, H., & Holyoak, K. J. (2015). Animation Facilitates Source Understandingand Spontaneous Analogical Transfer. In R. Dale, C. Jennings, P. Maglio, T. Matlock, D. Noelle, A. Warfaumont & J. Yoshimi (Eds.), Proceedings of the 37th Annual Conference of the Cognitive Science Society, Austin, TX: Cognitive Science Society.

Rai, T. S. and Holyoak, K. J. (2014). Rational Hypocrisy: A Bayesian Analysis Based on Informal Argumentation and Slippery Slopes. Cognitive Science 38, 1456–1467

DeWolf, M., Rapp, M., Bassok, M., & Holyoak, K. J. (2014). Semantic alignment of fractions and decimals with discrete versus continuous entities: A textbook analysis. In B. Bello, M. Guarini, M. McShane, & B. Scassellati (Eds.), Proceedings of the 36th Annual Conference of the Cognitive Science Society (pp. 2133-2138). Austin, TX: Cognitive Science Society.

DeWolf, M., & Holyoak, K. J. (2014). Reciprocal and multiplicative relational reasoning with rational numbers. In B. Bello, M. Guarini, M. McShane, & B. Scassellati (Eds.), Proceedings of the 36th Annual Conference of the Cognitive Science Society (pp. 2139-2144). Austin, TX: Cognitive Science Society.

Powell, D., Merrick, M. A., Lu, H., & Holyoak, K.J. (2014). Generic priors yield competition between independently occurring preventive causes.  In B. Bello, M. Guarini, M. McShane, & B. Scassellati (Eds.), Proceedings of the 36th Annual Conference of the Cognitive Science Society (pp. 2793-2798). Austin, TX: Cognitive Science Society.

Vendetti, M.S., Wu, A., Rowshanshad, E., Knowlton, B.J., and Holyoak, K. J.(2014). When Reasoning Modifies Memory: Schematic Assimilation Triggered by Analogical Mapping. Journal of Experimental Psychology: Learning, Memory, and Cognition Vol. 40:4, 1172–1180

Chen, D., Lu, H., & Holyoak, K. J. (2014). The discovery and comparison of symbolic magnitudes. Cognitive Psychology, 71, 27–54

Vendetti, M.S., Wu, A. and Holyoak, K. J. (2014). Far-Out Thinking: Generating Solutions to Distant Analogies Promotes Relational Thinking.Psychological Science, 25:3, 1-6

DeWolf, M., Bassok, M., & Holyoak, K. J. (2014). Magnitude Comparison With Different Types of Rational Numbers. Journal of Experimental Psychology: Human Perception and Performance, 40:1, 71–82

Holyoak, K. J., & Richland, L. E. (2013). Using analogies as a basis for teaching cognitive readiness. In H. F. O’Neil, R. S. Perez, & E. L. Baker (Eds.), Teaching and measuring cognitive readiness. New York: Springer

Holyoak, K. J. (2013). Thinking, broad and deep (review of Surfaces and Essences by D. Hofstadter & E. Sander). Science340, 550-551. Full Text available from the Science site here.

DeWolf, M., Bassok, M., & Holyoak, K.J. (2013). Analogical Reasoning with Rational Numbers: Semantic Alignment Based on Discrete Versus Continuous Quantities. In M. Knauf, M. Pauven, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society (pp. 388-393). Austin, TX: Cognitive Science Society.

Lu, H., Chen, D., & Holyoak, K. J. (2013). Generative Inferences Based on a Discriminative Bayesian Model of Relation Learning. In M. Knauf, M. Pauven, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society (pp. 2028-2033). Austin, TX: Cognitive Science Society.

Powell, D., Zachary, H., Pinillos, A. & Holyoak, K.J. (2013). Justified True Belief Triggers False Recall of “Knowing”. In M. Knauf, M. Pauven, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society (pp. 1151-1156). Austin, TX: Cognitive Science Society.

Powell, D., Merrick, M. A., Lu, H. & Holyoak, K.J. (2013). Generic Priors Yield Competition Between Independently-Occurring Causes. In M. Knauf, M. Pauven, N. Sebanz, & I. Wachsmuth (Eds.), Proceedings of the 35th Annual Conference of the Cognitive Science Society (pp. 1157-1162). Austin, TX: Cognitive Science Society.

Rai, T. S. and Holyoak, K. J. (2013). Exposure to moral relativism compromises moral behavior. Journal of Experimental Social Psychology, 49, 995–1001

Vendetti, M., Castel, A. D., & Holyoak, K. J. (2013). The floor effect: Impoverished memory for elevator buttons. Attention, Perception, & Psychophysics75, 636-643.

Richland, L. E., Stigler, J. W., & Holyoak, K. J. (2012). Teaching the conceptual structure of mathematics. Educational Psychologist47, 189-203.

Vendetti, M., Knowlton, B. J., & Holyoak, K. J. (2012). The impact of semantic distance and induced stress on analogical reasoning. Cognitive, Affective, and Behavioral Neuroscience12, 804-812.

Castel, A. D., Vendetti, M., & Holyoak, K. J. (2012). Fire drill: Inattentional blindness and amnesia for the location of fire extinguishers. Attention, Perception, & Psychophysics74, 1391-1396.

Bassok, M., Dunbar, K. N., & Holyoak, K. J. (2012). Introduction to the special section on the neural substrate of analogical reasoning and metaphor comprehension. Journal of Experimental Psychology: Learning, Memory, and Cognition38, 261-263.

Jurgens, D. A., Mohammad, S. M., Turney, P. D., & Holyoak, K. J. (2012). SemEval-2012 Task 2: Measuring degrees of relational similarity. In Proceedings of the First Joint Conference on Lexical and Computational Semantics (*SEM)  (pp. 356-364). Montreal, Canada: Association for Computational Linguistics.

Lu, H., Chen, D., & Holyoak, K. J. (2012).Bayesian analogy with relational transformations. Psychological Review119, 617-648. Matlab code for model available at https://sites.lifesci.ucla.edu/psych-cvl/resources/

Knowlton, B. J., Morrison, R. G., Hummel, J. E., & Holyoak, K. J. (2012). A neurocomputational system for relational reasoning. Trends in Cognitive Sciences16, 373-381.

Holyoak, K. J., & Morrison, R. G. (2012). Thinking and reasoning: A reader’s guide. In K. J. Holyoak & R. G. Morrison (Eds.), The Oxford handbook of thinking and reasoning. New York: Oxford University Press.

Holyoak, K. J. (2012).Analogy and relational reasoning. In K. J. Holyoak & R. G. Morrison (Eds.), The Oxford handbook of thinking and reasoning (pp. 234-259). New York: Oxford University Press.

Omata, T., & Holyoak, K. J. (2012). The role of comparison processes in the induction of schemas for design styles. In N. Miyake, D. Peebles & R. P. Cooper (Eds.), Proceedings of the 34th Annual Conference of the Cognitive Science Society (pp. 2144-2149). Austin, TX: Cognitive Science Society.

Holyoak, K. J., & Lu, H. (2011). What the Bayesian framework has contributed to understanding cognition: Causal learning as a case study. Behavioral and Brain Sciences34, 2-3-204

Rai, T. S., & Holyoak, K. J. (2011). The rational hypocrite: Informal argumentation and moral hypocrisy. In Proceedings of the 33nd Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.

Cheng, P.W., & Holyoak, K.H. (2011). Causal learning and inference as a rational process: The new synthesis. Annual Review of Psychology, 62, 135-163.

Chen, D., Holyoak, K. J., & Lu, H. (2010). Learning and generalization of abstract semantic relations: Preliminary investigations of Bayesian approaches. In S. Ohlsson & R. Catrambone (Eds.), Proceedings of the 32nd Annual Conference of the Cognitive Science Society (pp. 871-876). Austin, TX: Cognitive Science Society.

Chen, D., & Holyoak, K.H. (2010). Enhancing Acquisition of Intuition versus Planning in Problem Solving.In S. Ohlsson & R. Catrambone (Eds.) (2010), Proceedings of the 32nd Annual Conference of Cognitive Science Society (pp. 1875-1880). Austin, TX: Cognitive Science Society.

Holyoak, K.J., Lee, H. S. & Lu, H. (2010). Analogical and category-based inference: A theoretical integration with Bayesian causal models. Journal of Experimental Psychology: General, 139:4, 702-727

Morsanyi, K. and Holyoak, K.J. (2010). Analogical reasoning ability in autistic and typically developing children. Developmental Science, 13:4, 578-587

Rai, T. S. and Holyoak, K.J. (2010). Moral Principles or Consumer Preferences? Alternative Framings of the Trolley Problem. Cognitive Science, 34, 311-321

Cho, S., Moody, T. D., Fernandino, F., Mumford, J. A., Poldrack, R. A., Cannon, T. D., Knowlton, B. J., and Holyoak, K. J. (2010). Common and Dissociable Prefrontal Loci Associated with Component Mechanisms of Analogical Reasoning. Cerebral Cortex, 20, 524-533

Knowlton, B. J., and Holyoak, K. J., (2009).Prefrontal Substrate of Human Relational Reasoning. In Gazzaniga, M. S. (Ed.), The Cognitive Neurosciences (pp.1005-1017). Cambridge, USA, London, UK: MIT Press.

Holyoak, K. J. (2008).Relations in Semantic Memory. In Gluck, M.A., Anderson, J.R., and Kosslyn, S.K. (Eds.). Memory and Mind: A Festschrift for Gordon H. Bower. New York: Erlbaum.

Holyoak, K. J. (2008). Induction as model selection. Proceedings of the National Academy of Science USA, 105, 10637-10638.

Lee, H. S. and Holyoak, K. J. (2008). The Role of Causal Models in Analogical Inference. Journal of Experimental Psychology: Learning, Memory, and Cognition, Vol. 34, No. 5, 1111-1122

Lu, H., Yuille, A. L., Liljeholm, M., Cheng, P. W., & Holyoak, K. J. (2008). Bayesian generic priors for causal learning. Psychological Review, 115, 955-982. Matlab code for models available at https://sites.lifesci.ucla.edu/psych-cvl/resources/

Krawczyk, D. C., Morrison, R. G., Viskontas, I., Holyoak, K. J., Chow, T. W., Mendez, M. F., Miller, B. L., & Knowlton, B. J. (2008). Distraction during relational reasoning: The role of prefrontal cortex in interference control. Neuropsychologia46, 2020-2032.

Penn, D. C., Holyoak, K. J., & Povinelli, D. J. (2008). Darwin’s mistake: Explaining the discontinuity between human and nonhuman minds. Brain and Behavioral Sciences31, 109-178 (with 24 commentaries and authors’ response).

Cho, S., Holyoak, K. J., and Cannon, T.D. (2007). Analogical reasoning in working memory: Resources shared among relational integration, interference resolution, and maintenance. Memory & Cognition, 35 (6), 1445-1455

Lu, H., Yuille, A., Liljeholm, M., Cheng, P. W., & Holyoak, K. J. (2007). Bayesian models of judgments of causal strength: A comparison. In D.S. McNamara & G. Trafton (Eds.), Proceedings of the Twenty-ninth Annual Conference of the Cognitive Science Society (pp. 1241-1246). Austin, TX: Cognitive Science Society.

Lee, H. S., & Holyoak, K. J. (2007). Causal models guide analogical inference. In D. S. McNamara & G. Trafton (Eds.), Proceedings of the Twenty-ninth Annual Conference of the Cognitive Science Society (pp.1205-1210). Austin, TX: Cognitive Science Society.

Simon, D., Krawczyk, D.C., Bleicher, A. & Holyoak, K.J. (2007) The transience of constructed preferences. Journal of Behavioral Decision Making, DOI: 10.1002/bdm.575.

Richland, L.E., Zur, O., & Holyoak, K.J. (2007) Cognitive supports for analogies in the mathematics classroom. Science, 316:5828, 1128 – 1129

Fenker, D. B., Waldmann, M. R., & Holyoak, K. J. (2006). Accessing causal relations in semantic memory. Memory & Cognition, 33, 1036-1046.

Kittur, A., Holyoak, K. J., & Hummel, J. E. (2006). Using ideal observers in higher-order human category learning. In R. Sun & N. Miyake (Eds.), Proceedings of the Twenty-eighth Annual Conference of the Cognitive Science Society. Mahwah, NJ: Erlbaum.

Kittur, A., Hummel, J. E., & Holyoak, K. J. (2006). Ideals aren’t always typical: Dissociating goodness-of-exemplar from typicality judgments. In R. Sun & N. Miyake (Eds.), Proceedings of the Twenty-eighth Annual Conference of the Cognitive Science Society. Mahwah, NJ: Erlbaum.

Lu, H., Morrison, R. G., Hummel, J. E., & Holyoak, K. J. (2006). Role of gamma-band synchronization in priming of form discrimination for multi-object displays. Journal of Experimental Psychology: Human Perception and Performance.

Lu, H., Yuille, A., Liljeholm, M., Cheng, P. W., & Holyoak, K. J. (2006). Modeling causal learning using Bayesian generic priors on generative and preventive powers. In R. Sun & N. Miyake (Eds.), Proceedings of the Twenty-eighth Annual Conference of the Cognitive Science Society. Mahwah, NJ: Erlbaum.

Richland, L. E., Morrison, R. G., & Holyoak, K. J. (2006). Children’s development of analogical reasoning: Insights from scene analogy problems. Journal of Experimental Child Psychology94, 249-271.

Thompson, G. A., Morrison, R. G., Holyoak, K. J., & Clark, T. K. (2006). Evaluation of an online analogical patient simulation program. In Proceedings of the 19 th IEEE International Symposium on Computer-based Medical Systems.

Viskontas, I. V., Holyoak, K. J., & Knowlton. B. J. (2006). Integrating multiple relations: Working memory capacity constrains reasoning ability in older adults. Thinking & Reasoning.

Satpute, A. B., Fenker, D. B., Waldmann, M. R., Tabibnia, G., Holyoak, K. J., & Lieberman, M. D. (2005). An fMRI study of causal judgments. European Journal of Neuroscience, 22, 1233-1238.

Viskontas, I. V., Holyoak, Keith J. and Knowlton, Barbara J. , (2005) Relational integration in older adults, Thinking & Reasoning, 11:4, 390 – 410

Hummel, J. E., & Holyoak, K. J. (2005). Relational reasoningin a neurally-plausible cognitive architecture: An overview of the LISA project. Current Directions in Cognitive Science, 14, 153-157.

Krawczyk, D. C., Holyoak, K. J., & Hummel. J. E. (2005). The one-to-one constraint in analogical mapping and inference. Cognitive Science, 29, 29-38.

Holyoak, K. J., & Morrison, R. G. (2005). Thinking and reasoning: A reader’s guide. In K. J.Holyoak & R. G. Morrison (Eds.), The Cambridge Handbook of Thinking and Reasoning (pp.1-9). Cambridge, UK: Cambridge University Press.

Holyoak, K. J. (2005). Analogy. In K. J. Holyoak & R. G. Morrison (Eds.), The Cambridge Handbook of Thinking and Reasoning (pp. 117-142). Cambridge, UK: Cambridge University Press.

Richland, L.E., Holyoak, K.J., & Stigler, J.W. (2004). Analog Use in Eight-Grade Mathematics Classrooms. Cognition and Instruction, 22, 37-60.

Viskontas, I.V., Morrison, R.G., Holyoak, K.J., Hummel, J.E., & Knowlton, B.J. (2004). Relational integration, inhibition and analogical reasoning in older adults. Psychology and Aging, 19, 581-591.

Hummel, J. E., Holyoak, K. J., Green, C., Doumas, L. A. A., Devnich, D., Kittur, A., & Kalar, D. J. (2004). A solution to the binding problem for compositional connectionism.In S. D. Levy & R. Gayler (Eds.), Compositional connectionism in cognitive ccience: Papers from the AAAI Fall Symposium [Technical Report FS-04-03] (pp. 31-34). Menlo Park, CA: AAAI Press.

Richland, L. E., Morrison, R. G., & Holyoak, K. J. (2004). Working memory and inhibition as constraints on children’s development of analogical reasoning. In K. Forbus, D. Gentner & T. Regier (Eds.), Proceedings of the Twenty-sixth Annual Conference of the Cognitive Science Society (pp. 1149-1154). Mahwah, NJ: Erlbaum.

Kittur, A., Hummel, J. E., & Holyoak, K. J. (2004). Feature- vs. relation-defined categories: Probab(alistic)ly not the same. In K. Forbus, D. Gentner & T. Regier (Eds.), Proceedings of the Twenty-sixth Annual Conference of the Cognitive Science Society (pp. 696-701). Mahwah, NJ: Erlbaum.

Krawczyk, D. C., Holyoak, K. J., & Hummel, J. E. (2004). Structural constraints and object similarity in analogical mapping and inference. Thinking & Reasoning10, 85-104.

Richland, L. E., Holyoak, K. J., & Stigler, J. W. (2004). The role of analogy in teaching middleschool mathematics. Cognition and Instruction, 22, 37-60.

Waltz, J. A., Knowlton, B. J., Holyoak, K. J., Boone, K. B., Back-Madruga, C., McPherson, S., Masterman, D., Chow, T., Cummings, J. L., & Miller, B. L. (2004). Relational integration and executive function in Alzheimer’s disease. Neuropsychology, 18, 296-305.

Morrison, R. G., Krawczyk, D. C., Holyoak, K. J., Hummel, J. E., Chow, T. W., Miller, B. L., & Knowlton, B. J. (2004).A neurocomputational model of analogical reasoning and its breakdown in Frontotemporal Lobar Degeneration. Journal of Cognitive Neuroscience, 16, 260-271.

Kroger, J. K., Holyoak, K. J., & Hummel, J. E. (2004). Varieties of sameness: The impact of relational complexity on perceptual comparisons. Cognitive Science, 28, 335-358.

Simon, D., Krawczyk, D. C., & Holyoak, K. J. (2004). Construction of preferences by constraint satisfaction. Psychological Science, 15, 331-336.

Fales, C. L., Knowlton, B. J., Holyoak, K. J., Geschwind, D. H., Swerdloff, R. S., & Gonzalo, I. G. (2003). Working memory and relational reasoning in Klinefelter syndrome. Journal of the International Neuropsychology Society, 9, 839-847.

Morrison, R. G., & Holyoak, K. J. (2003). Problem solving. In M. Aminoff & R. B. Daroff (Eds.), Encyclopedia of the neurological sciences, Vol. 4 (pp. 60-63). San Diego: Academic Press.

Hummel, J. E., & Holyoak, K. J. (2003). A symbolic-connectionist theory of relational inference and generalization. Psychological Review, 110, 220-264.

Hummel, J. E., & Holyoak, K. J. (2003). Relational reasoning in a neurally-plausible cognitive architecture: An overview of the LISA project. Cognitive Studies: Bulletin of the Japanese Cognitive Science Society, 10, 58-75. Translated into Japanese (2005), in T. Tsuzuki (Ed.), Connectionist modeling of higher-level cognitive functions: Neural networks and connectionism (pp. 191-217). Tokyo: Kyoritsu Suppan.

Simon, D., & Holyoak, K. J. (2002).Structural dynamics of cognition: From consistency theories to constraint satisfaction.Personality and Social Psychology Review, 6, 283-294.

Kubose, T. T., Holyoak, K. J., & Hummel, J. E. (2002). The role of textual coherence in incremental analogical mapping. Journal of Memory and Language, 47, 407-435.

Engle, L.K., Holyoak, K.J., & Stigler, J.W. (2002). The role of analogy in teaching middleschool mathematics. In W. D. Gray & C. D. Schunn, (Eds.), Proceedings of the Twenty- Fourth Annual Conference of the Cognitive Science Society (pp. 286-291). Mahwah, NJ: Erlbaum.

Guo, F. Y., & Holyoak, K. J. (2002). Understanding similarity in choice behavior: A connectionist model. In W. D. Gray & C. D. Schunn (Eds.), Proceedings of the Twenty- Fourth Annual Conference of the Cognitive Science Society (pp. 393-398). Mahwah, NJ: Erlbaum.

Kroger, J. K., Saab, F. W., Fales, C. L., Bookheimer, S. Y., Cohen, M. S., & Holyoak, K. J. (2002). Recruitment of anterior dorsolateral prefrontal cortex in human reasoning: A parametric study of relational complexity. Cerebral Cortex, 12, 477-485.

Hummel, J. E., & Holyoak, K. J. (2002). Analogy and creativity: Schema induction in a structure-sensitive connectionist model. In T. Dartnall (Ed.), Creativity, cognition and knowledge: An interaction (pp. 181-210). Westport, CT: Praeger.

Holyoak, K. J. (2001). Analogical thinking in learning and creativity. Annual Report of Educational Psychology in Japan, 40, 32-36.

Christoff, K., Prabhakaran, V., Dorfman, J., Zhao, Z., Kroger, J. K., Holyoak, K. J., & Gabrieli, J. D. E. (2001). Rostrolateral prefrontal cortex involvement in relational integration during reasoning. NeuroImage, 14, 1136-1149.

Simon, D., Pham, L. B., Le, Q. A., & Holyoak, K. J. (2001). The emergence of coherence over the course of decision making. Journal of Experimental Psychology: Learning, Memory, and Cognition, 27, 1250-1260.

Morrison, R. G., Holyoak, K. J., & Truong, B. (2001). Working memory modularity in analogical reasoning. In J. D. Moore & K. Stenning (Eds.), Proceedings of the Twenty-third Annual Conference of the Cognitive Science Society (pp. 663-668). Mahwah, NJ: Erlbaum.

Choplin, J. M., Cheng, P. W., & Holyoak, K. J. (2001). Causal information as a constraint on similarity. In J. D. Moore & K. Stenning (Eds.), Proceedings of the Twenty-third Annual Conference of the Cognitive Science Society (pp. 212-215). Mahwah, NJ: Erlbaum.

Spellman, B. A., Holyoak, K. J., & Morrison, R. G. (2001). Analogical priming via semantic relations. Memory & Cognition, 29, 383-393.

Pedone, R., Hummel, J. E., & Holyoak, K. J. (2001). The use of diagrams in analogical problem solving. Memory & Cognition, 29, 214-221.

Hummel, J. E., & Holyoak, K. J. (2001). A process model of human transitive inference. In M.L. Gattis (Ed.), Spatial schemas and abstract thought (pp. 279-305). Cambridge, MA : MIT Press.

Holyoak, K. J., & Hummel, J. E. (2001). Toward an understanding of analogy within a biological symbol system. In D. Gentner, K. J. Holyoak, & B. N. Kokinov (Eds.), The analogical mind: Perspectives from cognitive science (pp. 161-195). Cambridge, MA: MIT Press.

Holyoak, K. J., Gentner, D., & Kokinov, B. N. (2001). Introduction: The place of analogy in cognition. In D. Gentner, K. J. Holyoak, & B. N. Kokinov (Eds.), The analogical mind: Perspectives from cognitive science (pp. 1-19). Cambridge, MA: MIT Press.

Waltz, J. A., Lau, A., Grewal, S. K., & Holyoak, K. J. (2000). The role of working memory in analogical mapping. Memory & Cognition, 28, 1205-1212.

Tohill, J. M., & Holyoak, K. J. (2000). The impact of anxiety on analogical reasoning. Thinking & Reasoning, 6, 27-40.

Kimball, D. R., & Holyoak, K. J. (2000). Transfer and expertise. In E. Tulving & F. I. M. Craik (Eds.) The Oxford handbook of memory (pp. 109-122). New York: Oxford University Press.

Holyoak, K. J., & Hummel, J. E. (2000). The proper treatment of symbols in a connectionist architecture. In E. Deitrich & A. Markman (Eds.), Cognitive dynamics: Conceptual change in humans and machines (pp. 229-263). Mahwah, NJ: Erlbaum.

Holyoak, K. J., Waltz, J. A., Tohill, J. M., Lau, A., & Grewal, S. K. (1999). Restricting working-memory capacity impairs relational mapping. In M. Hahn & S. C. Stoness (Eds.), Proceedings of the Twenty-first Annual Conference of the Cognitive Science Society (pp. 224-228). Mahwah, NJ: Erlbaum.

Holyoak, K. J. (1999). Psychology. In R. A. Wilson & F. Keil (Eds.), The MIT encyclopedia of the cognitive sciences (xxxvil-xlix). Cambridge, MA: MIT Press.

Holyoak, K. J., & Hummel, J. E. (1999). Relational reasoning in a biological symbol system. In Festschrift in honor of John H. Holland (pp. 33-37). Ann Arbor, MI: Center for the Study of Complex Systems, University of Michigan.

Waltz, J. A., Knowlton, B. J., Holyoak, K. J., Boone, K. B., Mishkin, F. S., de Menezes Santos, M., Thomas, C. R., & Miller, B. L. (1999). A system for relational reasoning in human prefrontal cortex. Psychological Science, 10, 119-125.

Holyoak, K. J., & Simon, D. (1999). Bidirectional reasoning in decision making by constraint satisfaction. Journal of Experimental Psychology: General, 128, 3-31.

Holyoak, K. J., & Hummel, J. E. (1998). Analogy in a physical symbol system. In K. J. Holyoak, D. Gentner & B. Kokinov (Eds.), Advances in analogy research: Integration of theory and data from the cognitive, computational, and neural sciences (pp. 9-18). Sofia, Bulgaria: New Bulgarian University.

Hummel, J. E., & Holyoak, K. J. (1997). Distributed representations of structure: A theory of analogical access and mapping. Psychological Review, 104, 427-466. Reprinted in T. A. Polk & C. M. Siefert (Eds.) (2002), Cognitive modeling. Cambridge, MA: MIT Press.

Kroger, J. K., & Holyoak, J. J. (1997). What it means to be €œthe same€: The impact of relational complexity on processing efficiency. In M. G. Shafto & P. Langley (Eds.), Proceedings of the Nineteenth Conference of the Cognitive Science Society (pp. 406-411). Mahwah, NJ: Erlbaum.

Liu, J. H., Pham, L. B., & Holyoak, K. J. (1997). Adjusting social inferences in familiar and unfamiliar domains: The generality of response to situational pragmatics. International Journal of Psychology, 32, 73-91.

Gentner, D., & Holyoak, K. J. (1997). Reasoning and learning by analogy: Introduction. American Psychologist, 52, 32-34.

Holyoak, K. J., & Thagard, P. (1997). The analogical mind. American Psychologist, 52, 35-44.

Waldmann, M. R., & Holyoak, K. J. (1997). Determining whether causal order affects cue selection in human contingency learning: Comments on Shanks and Lopez (1995). Memory & Cognition, 25, 125-134.

Spellman, B. A., & Holyoak, K. J. (1996). Pragmatics in analogical mapping. Cognitive Psychology, 31, 307-346.

Wharton, C. M., Holyoak, K. J., & Lange, T. E. (1996). Remote analogical reminding. Memory & Cognition, 24, 629-643.

Cheng, P. W., Park, J.-Y., Yarlas, A. S., & Holyoak, K. J. (1996). A causal-power theory of focal sets. In D. R. Shanks, K. J. Holyoak, & D. L. Medin (Eds.), The psychology of learning and motivation, Vol. 34: Causal learning (pp. 313-355). San Diego: Academic Press.

Hummel, J. E., & Holyoak, K. J. (1996). LISA: A computational model of analogical inference and schema induction. In G. W. Cottrell (Ed.), Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 352-357). Hillsdale, NJ: Erlbaum.

Vollmeyer, R., Burns, B. D., & Holyoak, K. J. (1996). The impact of goal specificity on strategy use and the acquisition of category structure. Cognitive Science, 20, 75-100.

Gattis, M., & Holyoak, K. J. (1996). Mapping conceptual to spatial relations in visual reasoning. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22, 231-239.

Holyoak, K. J., & Cheng, P. W. (1995). Pragmatic reasoning with a point of view. Thinking & Reasoning, 1, 289-313.

Holyoak, K. J., & Cheng, P. W. (1995). Pragmatic reasoning from multiple points of view: A response. Thinking & Reasoning, 1, 373-388.

Holyoak, K. J., & Kroger, J. K. (1995). Forms of reasoning: Insight into prefrontal functions? In J. Grafman, K. J. Holyoak & F. Boller (Eds.), Structure and functions of the human prefrontal cortex (pp. 253-263). New York: New York Academy of Sciences.

Holyoak, K. J., & Cheng, P. W. (1995). Pragmatic reasoning about human voluntary action: Evidence from Wason’s selection task. In S. E. Newstead & J. St. B. T. Evans (Eds.), Perspectives on thinking and reasoning (pp. 67-89). Hove, East Sussex, UK: Erlbaum.

Holyoak, K. J. (1995). Problem solving. In D. Osherson & E. E. Smith (Eds.), Invitation to cognitive science, Vol. 3: Thinking (2nd. ed) (pp. 267-296). Cambridge, MA: MIT Press (1st ed., 1990).

Cheng, P. W., & Holyoak, K. J. (1995). Complex adaptive systems as intuitive statisticians: Causality, contingency, and prediction. In H. L. Roitblat & J.-A. Meyer (Eds.), Comparative approaches to cognitive sciences (pp. 271-302). Cambridge, MA: MIT Press.

Yarlas, A. S., Cheng, P. C., & Holyoak, K. J. (1995). Alternative approaches to causal induction: The probabilistic contrast versus the Rescorla-Wagner model. In J. D. Moore & J.F. Lehman (Eds.), Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society (pp. 431-436). Hillsdale, NJ: Erlbaum.

Waldmann, M. R., Holyoak, K. J., & Fratianne, A. (1995). Causal models and the acquisition of category structure. Journal of Experimental Psychology: General, 124, 181-206.

Robin, N., & Holyoak, K. J. (1995). Relational complexity and the functions of prefrontal cortex. In M. S. Gazzaniga (Ed.), The cognitive neurosciences (pp. 987-997). Cambridge, MA: MIT Press.

Hummel, J. E., Melz, E. R., Thompson, J., & Holyoak, K. J. (1994). Mapping hierarchical structures with synchrony for binding: Preliminary investigations. In A. Ram & K. Eiselt (Eds.), Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society (pp. 433-438). Hillsdale, NJ: Erlbaum.

Burns, B. D., & Holyoak, K. J. (1994). Competing models of analogy: ACME versus Copycat. In A. Ram & K. Eiselt (Eds.), Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society (pp. 100-105). Hillsdale, NJ: Erlbaum.

Vollmeyer, R., Holyoak, K. J., & Burns, B. D. (1994). Goal specificity in hypothesis testing and problem solving. In A. Ram & K. Eiselt (Eds.), Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society (pp. 916-921. Hillsdale, NJ: Erlbaum.

Gattis, M., & Holyoak, K. J. (1994). How graphs mediate analog and symbolic representation.In A. Ram & K. Eiselt (Eds.), Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society (pp. 346-350). Hillsdale, NJ: Erlbaum.

Wharton, C. M., Holyoak, K. J., Downing, P. E., Lange, T. E., Wickens, T. D., & Melz, E. R. (1994). Below the surface: Analogical similarity and retrieval competition in reminding. Cognitive Psychology, 26, 64-101.

Holyoak, K. J., & Barnden, J. A. (1994). Introduction. In K. J. Holyoak & J. A. Barnden (Eds.), Advances in connectionist and neural computation theory, Vol. 2: Analogical connections (pp. 1-27) Norwood, N.J.: Ablex. (Also appears in Vol. 3: Analogy, metaphor, and reminding.

Hummel, J. E., Burns, B., & Holyoak, K. J. (1994). Analogical mapping by dynamic binding: Preliminary investigations. In K. J. Holyoak & J. A. Barnden (Eds.), Advances in connectionist and neural computation theory, Vol. 2: Analogical connections (pp. 416-445). Norwood, N.J.: Ablex.

Holyoak, K. J., Novick, L. R., & Melz, E. R. (1994). Component processes in analogical transfer: Mapping, pattern completion, and adaptation. In K. J. Holyoak & J. A. Barnden (Eds.), Advances in connectionist and neural computation theory, Vol. 2: Analogical connections (pp. 113-180). Norwood, N.J.: Ablex.

Spellman, B. A., Ullman, J. B., & Holyoak, K. J. (1993). A coherence model of cognitive consistency. Journal of Social Issues, 4, 147-165.

Melz, E. R., Cheng, P. W., Holyoak, K. J., & Waldmann, M. R. (1993). Cue competition in human categorization: Contingency or the Rescorla-Wagner learning rule? Comments on Shanks (1991). Journal of Experimental Psychology: Learning, Memory, and Cognition, 19, 1398-1410.

Spellman, B. A., & Holyoak, K. J. (1993). An inhibitory mechanism for goal-directed analogical mapping. In Proceedings of the Fifteenth Annual Conference of he Cognitive Science Society (pp. 947-952). Hillsdale, NJ: Erlbaum.

Kroger, J. K., Cheng, P. W., & Holyoak, K. J. (1993). Evoking the permission schema: The impact of explicit negation and a violation-checking context. Quarterly Journal of Experimental Psychology, 46A, 615-635.

Holyoak, K. J., & Spellman, B . A. (1993). Thinking. Annual Review of Psychology, 44, 265- 315.

Burns, B. D., Hummel, J. E., & Holyoak, K. J. (1993). Establishing analogical mappings by synchronizing oscillators. In Proceedings of the Fourth Australian Conference on Neural Networks (pp. 49-52). Sydney: Sydney University Electrical Engineering Department.

Spellman, B. A., & Holyoak, K. J. (1992). If Saddam is Hitler then who is George Bush?: Analogical mapping between systems of social roles. Journal of Personality and Social Psychology, 62, 913-933.

Hummel, J. E., & Holyoak, K. J. (1992). Indirect analogical mapping. In Proceedings of the Fourteenth Annual Conference of the Cognitive Science Society (pp. 516-521). Hillsdale, NJ: Erlbaum.

Wharton, C. M., Holyoak, K. J., Downing, P. E., Lange, T. E., & Wickens, T. D. (1992). The story with reminding: Memory retrieval is influenced by analogical similarity. In Proceedings of the Fourteenth Annual Conference of the Cognitive Science Society (pp. 588- 593). Hillsdale, NJ: Erlbaum.

Waldmann, M. R., & Holyoak, K. J. (1992).Predictive and diagnostic learning within causal models: Asymmetries in cue competition. Journal of Experimental Psychology: General, 121, 222-236.

Holyoak, K. J. (1992). Cognitive psychology. In S. C. Shapiro (Ed.), Encyclopedia of artificial intelligence (2nd edition) (pp. 181-188). New York: Wiley. (Revision of 1st edition, 1987).

Bassok, M., & Holyoak, K. J. (1992). Pragmatic knowledge and conceptual structure: Determinants of transfer between quantitative domains. In D. K. Detterman & R. J. Sternberg (Eds.), Transfer on trial: Intelligence, cognition and instruction (pp. 68-98). Norwood, NJ: Ablex.

Holyoak, K. J. (1991). Symbolic connectionism: Toward third-generation theories of expertise. In A. Ericsson & J. Smith (Eds.), Toward a general theory of expertise: Prospects and limits (pp. 301-355). Cambridge, UK: Cambridge University Press.

Melz, E. R., & Holyoak, K. J. (1991). Analogical transfer by constraint satisfaction. In Proceedings of the Thireenth Annual Conference of the Cognitive Science Society (pp. 822- 826). Hillsdale, NJ: Erlbaum.

Wharton, C. M., Holyoak, K. J., Downing, P. E., Lange, T. E., & Wickens, T. D. (1991). Retrieval competition in memory for analogies. In Proceedings of the Thirteenth Annual Conference of the Cognitive Science Society (pp. 528-533. Hillsdale, NJ: Erlbaum.

Novick, L. R., & Holyoak, K. J. (1991). Mathematical problem solving by analogy. Journal of Experimental Psychology: Learning, Memory, and Cognition, 17, 398-415.

Lange, T. E., Melz, E .R., Wharton, C. M., & Holyoak, K. J. (1990). Analogical retrieval within a hybrid spreading-activation network. In D. S. Touretzky, J. L. Elman, T. J. Sejnowski, & G. E. Hinton (Eds.), Connectionist models: Proceedings of the 1990 Summer School (pp. 265-276). San Mateo, CA: Morgan Kaufman.

Thagard, P., Holyoak, K. J., Nelson, G., & Gochfeld, D. (1990). Analog retrieval by constraint satisfaction. Artificial Intelligence, 46, 259-310.

Catrambone, R., & Holyoak, K. J. (1990). Learning subgoals and methods for solving probability problems. Memory & Cognition, 18, 593-603.

Waldmann, M. R., & Holyoak, K. J. (1990). Can causal induction be reduced to associative learning? In Proceedings of the Twelth Annual Meeting of the Cognitive Science Society (pp.190-197). Hillsdale, NJ: Erlbaum.

Holyoak, K. J., & Thagard, P. (1990). A constraint-satisfaction approach to analogue retrieval and mapping. In K. Gilhooly, M. Keane, R. Logie, & G. Erdos (Eds.), Lines of thinking (pp. 205-220). Chichester, UK: Wiley.

Cheng, P. W., & Holyoak, K. J. (1989). On the natural selection of reasoning theories. Cognition, 33, 285-313.

Thagard, P., & Holyoak, K. J. (1989). Why indexing is the wrong way to think about analog retrieval. In Proceedings of the DARPA Workshop on Case-Based Reasoning (pp. 36-40). San Mateo, CA: Morgan Kaufmann.

Catrambone, R., & Holyoak, K. J. (1989). Overcoming contextual limitations on problemsolving transfer. Journal of Experimental Psychology: Learning, Memory, and Cognition, 15, 1147-1156.

Holyoak, K. J., & Thagard, P. (1989). Analogical mapping by constraint satisfaction.Cognitive Science, 13, 295-355. Reprinted in T. A. Polk & C. M. Siefert (Eds.) (2002), Cognitive modeling. Cambridge, MA: MIT Press.

Thagard, P., Cohen, D., & Holyoak, K. J. (1989). Chemical analogies: Two kinds of explanation. In Proceedings of the Eleventh International Joint Conference on Artificial Intelligence (pp. 819-824). San Mateo, CA: Morgan Kaufmann.

Holyoak, K. J., Koh, K., & Nisbett, R. E. (1989). A theory of conditioning: Inductive learning within rule-based default hierarchies. Psychological Review, 96, 315-340.

Holyoak, K. J., & Thagard, P. (1989). A computational model of analogical problem solving. In S. Vosniadou & A. Ortony (Eds.), Similarity and analogical reasoning (pp. 242-266). New York: Cambridge University Press.

Bassok, M., & Holyoak, K. J. (1989). Interdomain transfer between isomorphic topics in algebra and physics. Journal of Experimental Psychology: Learning: Memory, and Cognition, 15, 153-166.

Catrambone, R., & Holyoak, K. J. (1988). Learning subgoals and methods for solving problems. In Proceedings of the Tenth Annual Conference of the Cognitive Science Society. Hillsdale, N.J.: Erlbaum.

Holyoak, K. J., & Nisbett, R. E. (1988). Induction. In R. J. Sternberg & E. E. Smith (Eds.),The psychology of thinking (pp. 50-91). Cambridge: Cambridge University Press.

Holyoak, K. J., & Koh, K. (1987). Surface and structural similarity in analogical transfer. Memory & Cognition, 15, 323-340.

Gick, M. L., & Holyoak, K. J. (1987). The cognitive basis of knowledge transfer. In S. M. Cormier & J. D. Hagman (Eds.) Transfer of learning: Contemporary research and applications (pp. 9-46). Orlando, FL: Academic Press. (Chapter translated by Vasily Petov and published as a mongraph in Russian, 1990.)

Holyoak, K. J., Koh, K., & Nisbett, R. E. (1987). Conditioning and learning within rule-based default hierarchies. In Proceedings of the Ninth Annual Conference of the Cognitive Science Society (pp. 632-643). Hillsdale, N.J.: Erlbaum.

Catrambone, R., & Holyoak, K. J. (1987). Transfer in problem solving as a function of the procedural variety of training examples. In Proceedings of the 9th Annual Conference of the Cognitive Science Society. Hillsdale, N.J.: Erlbaum.

Cheng, P. W., & Holyoak, K. J. (1985). Pragmatic reasoning schemas.Cognitive Psychology,17, 391-416.

Cheng, P. W., Holyoak, K. J., Nisbett, R. E., & Oliver, L. M. (1986). Pragmatic versus syntactic approaches to training deductive reasoning. Cognitive Psychology, 18, 293-328.

Flannagan, M. J., Fried, L. S., & Holyoak, K. J. (1986). Distributional expectations and the induction of category structure. Journal of Experimental Psychology: Learning, Memory, and Cognition, 12, 241-256.

Holyoak, K. J. (1985). The pragmatics of analogical transfer. In G. H. Bower (Ed.), Thepsychology of learning and motivation, Vol. 19 (pp. 59-87). New York: Academic Press.

Thagard, P., & Holyoak, K. J. (1985). Discovering the wave theory of sound: Inductive inferences in the context of problem solving. In Proceedings of the Ninth International Joint Conference on Artificial Intelligence (pp. 610-612). Los Altos, CA: William Kaufman.

Holyoak, K. J., Junn, E. N., & Billman, D. O. (1984). Development of analogical problemsolving skill. Child Development, 55, 2042-2055.

Holyoak, K. J. (1984). Mental models in problem solving. In J. R. Anderson & S. M. Kosslyn (Eds.), Tutorials in learning and memory: Essays in honor of Gordon Bower (pp. 193-218). San Francisco: W.H. Freeman.

Fried, L. S., & Holyoak, K. J. (1984). Induction of category distributions: A framework for classification learning. Journal of Experimental Psychology: Learning, Memory and Cognition, 10, 234-257.

Holyoak, K. J. (1984). Analogical thinking and human intelligence. In R. J. Sternberg (Ed.) Advances in the psychology of human intelligence, Vol. 2 (pp. 199-230). Hillsdale, N.J.: Erlbaum.

Holyoak, K. J., & Gordon, P. C. (1984). Information processing and social cognition. In R. S. Wyer, Jr., & T. K. Srull (Eds.), Handbook of social cognition (pp. 39-70). Hillsdale, N.J.: Erlbaum.

Gordon, P. C., & Holyoak, K. J. (1983). Implicit learning and generalization of the “mere exposure” effect. Journal of Personality and Social Psychology, 45, 492-500.

Holyoak, K. J., & Gordon, P. C. (1983).Social reference points. Journal of Personality and Social Psychology, 44, 881-887. Translated into French and reprinted in M. Piolat, M.-C.

Hurtig & M.-F. Pichevin (1992). Le soi: Recherches dans le champ de la cognition sociale (pp. 169-187). Paris: Delachaux et Niestl.

Holyoak, K. J. (1983). Numerical reference points reexamined: A reply to Shoben, Cech and Schwanenflugel. Journal of Experimental Psychology: Human Perception and Performance, 9, 487-490.

Gick, M. L., & Holyoak, K. J. (1983). Schema induction and analogical transfer. Cognitive Psychology, 15, 1-38.

Holyoak, K. J. (1982). An analogical framework for literary interpretation. Poetics, 11, 105-126.

Holyoak, K. J. (1982). Metaphorical restructuring of ill-defined problems. Proceedings of IEEE Conference on Cybernetics and Society.

Holyoak, K. J., & Mah, W. A. (1982). Cognitive reference points in judgments of symbolic magnitude. Cognitive Psychology, 14, 328-352.

Kosslyn, S. M., & Holyoak, K. J. (1982). Imagery. In C. R. Puff (Ed.), Handbook of research methods in human memory and cognition (pp. 315-347). New York: Academic Press.

Holyoak, K. J., & Patterson, K. K. (1981). A positional discriminability model of linear order judgments. Journal of Experimental Psychology: Human Perception and Performance, 7, 1283-1302.

Holyoak, K. J., & Mah, W. A. (1981). Semantic congruity in symbolic comparisons: Evidence against an expectancy hypothesis. Memory & Cognition, 9, 197-204.

Gick, M. L., & Holyoak, K. J. (1980). Analogical problem solving. Cognitive Psychology, 12, 306-355. Reprinted in A. M. Aitkenhead & J. M. Slack (Eds.) (1986), Issues in cognitive modeling. Hillsdale, N.J.: Erlbaum.

Glass, A. L., Holyoak, K. J., & Kiger, J. I. (1979). Role of antonymy relations in semantic judgments. Journal of Experimental Psychology: Human, Learning and Memory, 5, 598-606.

Holyoak, K. J., Dumais, S. T., & Moyer, R. S. (1979). Semantic association effects in a mental comparison task. Memory & Cognition, 7, 303-313.

Holyoak, K. J., & Glass, A. L. (1978). Recognition confusions among quantifiers. Journal of Verbal Learning and Verbal Behavior, 17, 249-264.

Holyoak, K. J. (1978). Comparative judgments with numerical reference points. Cognitive Psychology, 10, 203-243.

Woocher, F. D., Glass, A. L., & Holyoak, K. J. (1978). Positional discriminability in linear orderings. Memory & Cognition, 6, 165-173.

Holyoak, K. J. (1977). The form of analog size information in memory.  Cognitive Psychology, 9, 31-51.

Glass, A. L., Holyoak, K. J., & Kossan, N. E. (1977). Children’s ability to detect semantic contradictions. Child Development, 48, 279-283.

Kosslyn, S. M., Holyoak, K. J., & Huffman, C. S. (1976). A processing approach to the dual coding hypothesis. Journal of Experimental Psychology: Human Learning and Memory, 2, 223-233.

Holyoak, K. J., & Walker, J. H. (1976). Subjective magnitude information in semantic orderings. Journal of Verbal Learning and Verbal Behavior, 15, 287-299.

Holyoak, K. J., Glass, A. L., & Mah, W. A. (1976). Morphological structure and semantic retrieval. Journal of Verbal Learning and Verbal Behavior, 15, 235-247.

Holyoak, K. J., Glass, A. L., & Bower, G. B. (1976). Processus de decision dans la memoire semantique. In S. Ehrlich & E. Tulving (Eds.), La Memoire Semantique (pp. 92-101). Paris: Bulletin de Psychologie.

Holyoak, K. J., & Glass, A. L. (1975). The role of contradictions and counterexamples in the rejection of false sentences. Journal of Verbal Learning and Verbal Behavior, 4, 215-239.

Glass, A. L., & Holyoak, K. J. (1975). Alternative conceptions of semantic memory. Cognition, 3, 313-339.

Holyoak, K. J. (1974). The role of imagery in the evaluation of sentences: Imagery or semantic factors? Journal of Verbal Learning and Verbal Behavior, 13, 163-166.

Glass, A. L., Holyoak, K. J., & O’Dell, C. (1974). Production frequency and the verification of quantified statements. Journal of Verbal Learning and Verbal Behavior, 13, 237-254.

Glass, A. L., & Holyoak, K. J. (1974). The effect of some and all on reaction time for semantic decisions. Memory & Cognition, 2, 436-440.

Yuille, J. C., & Holyoak, K. J. (1974). Verb imagery and noun phrase concreteness in the recognition and recall of sentences. Canadian Journal of Psychology, 28, 359-370.

Bower, G. H., & Holyoak, K. J. (1973).Encoding and recognition memory for naturalistic sounds. Journal of Experimental Psychology, 101, 360-366.

Holyoak, K. J., Hogeterp, H., & Yuille, J. C. (1972). A developmental comparison of verbal and pictorial mnemonics in children’s paired-associate learning. Journal of Experimental Child Psychology, 14, 53-65.

Book Reviews and Commentary

Holyoak, K. J. (2013). Thinking, broad and deep (review of Surfaces and Essences by D. Hofstadter & E. Sander). Science340, 550-551. Full Text available from the Science site: http://www.sciencemag.org/cgi/content/full/340/6132/550?ijkey=5ViR089EcruE6&keytype=ref&siteid=sci

Penn, D. C., Holyoak, K. J., & Povinelli, D. J. (2012). So, are we the massively lucky species? Behavioral and Brain Sciences35, 236-237.

Holyoak, K. J. (2012). Discovering weight in baby steps. In D. J. Povinelli (Ed.), World without weight. Oxford, UK: Oxford University Press.

Holyoak, K. J., & Lu, H. (2011). What the Bayesian framework has contributed to understanding cognition: Causal learning as a case study. Behavioral and Brain Sciences34, 2-3-204.

Penn, D. C., Holyoak, K. J., & Povinelli, D. J. (2009). Universal grammar and mental continuity: Two modern myths. Behavioral and Brain Sciences32, 462-464.

Penn, D. C., Cheng, P. W., Holyoak, K. J., Hummel, J. E., & Povinelli, D. J. (2009). There is more to thinking than propositions. Behavioral and Brain Sciences32, 221-223.

Povinelli, D. J., Penn, D. C., & Holyoak, K. J. (2009). An open letter to comparative psychologists. Psychological Science Agenda23, 13-14.

Holyoak, K. J., & Hummel, J. E. (2008). No way to start a space program: Associationism as a launch pad for analogical reasoning. Behavioral and Brain Sciences31, 388-389.

Doumas, L. A. A., Holyoak, K. J., & Hummel, J. E. (2006). The problem with using associations to carry binding information. Behavioral and Brain Sciences, 29, 38-39.

Viskontas, I. V., & Holyoak, K. J. (2006). Mechanisms of fluid cognition: Relational integration and inhibition. Behavioral and Brain Sciences29, 141.

Waltz, J. A., Knowlton, B. J., & Holyoak, K. J. (1998). Relational complexity, the central executive, and prefrontal cortex. Behavioral and Brain Sciences, 21, 846-847.

Holyoak, K. J., & Gattis, M. (1995). Review of Children’s understanding: The development of mental models by G. S. Halford. Merrill-Palmer Quarterly, 41, 402-407.

Holyoak, K. J., & Gattis, M. (1994). Implicit assumptions about implicit learning. Behavioral and Brain Sciences, 17, 406-407.

Hummel, J. E., & Holyoak, K. J. (1993). Distributing structure over time. Behavioral and Brain Sciences, 16, 464.

Holyoak, K. J. (1991). Probing the Achilles’ heel of rational analysis. Behavioral and Brain Sciences, 14, 498-499.

Holyoak, K. J. (1987). A connectionist view of cognition (review of Parallel distributed processing by D. E. Rumelhart, J. L. McClelland, and the PDP Research Group). Science, 236, 992-996.

Holyoak, K. J. (1983). Toward a unitary theory of mind (review of The architecture of cognition by J. R. Anderson). Science, 222, 499-500.

Holyoak, K. J. (1983). Review of Mental images and their transformations by R.N. Shepard and L.A. Cooper. American Scientist, 71, 206.

Holyoak, K. J. (1982). Mental representations (review of Imagery, edited by N. Block). Science, 217, 348-349.

Holyoak, K. J. (1981). Review of Image and mind by S. M. Kosslyn. Journal of Mental Imagery, 5, 199-204.

Holyoak, K. J. (1977). Update on human memory (review of Memory and cognition by W. Kintsch). Contemporary Psychology, 22, 805-806.

Holyoak, K. J. (1977). Review of The structure of human memory, edited by C. Cofer. American Journal of Psychology, 90, 533-536.

Holyoak, K. J. (1996). Form of analog size information in memory. Cognitive Psychology, 9, 31-51.

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