Computational Cognitive Modeling

Overview

The field builds computational accounts of mental processes, from memory and language to decision-making, emotion, and social reasoning. Researchers use Bayesian and reinforcement-learning models, resource-rational algorithms, cognitive architectures, neural networks, and program induction, testing them against behavioral, neural, and real-world data. Newer work also uses language models and automated experiments to generate and compare theories. A central challenge is distinguishing genuine explanatory mechanisms from systems that merely match behavior, while ensuring models generalize beyond the tasks and data on which they were developed.

Latest papers

CardsList

126 papers7 papers in the last four weeks, down 56% on the four weeks before. 0.0% of all new papers.

  1. Modeling bilingual naming performance through laterally-connected SOMs

    Oct 16, 2026Divya Prabhakaran, Uli Grasemann, Erie Shivers +3Lexical RetrievalComputational Cognitive Modeling

  2. A small cognitive core explains human behavior at scale

    Oct 9, 2026Marcel Binz, Eric SchulzCognitive ModelingHuman Behavior Modeling

  3. A Structural Theory of Cognitive Representation and Problem Solving,Contexts, Invariance, and the Knowledge Space

    Oct 8, 2026Antal Jakovác, András TelcsKnowledge RepresentationComputational Cognitive Modeling

  4. Neuro-Memory Fuzzy Inference System for Mimicking Human-like Car Following Behavior

    Oct 8, 2026Nazmul Haque, Md Asif Raihan. Md. HadiuzzamanIntelligent Transportation SystemsComputational Cognitive Modeling

  5. Cognitive Thermometers: Machine Learning and Logical Complexity

    Oct 7, 2026Shane Steinert-Threlkeld, Jakub SzymanikLinguistic TypologyComputational Cognitive Modeling

  6. Response Variability and Stability in Human Reasoning

    Oct 2, 2026Clemens Bombach, Rajmadan Lakshmanan, Marco RagniCognitive ModelingComputational Cognitive Modeling

  7. Hypothesis-guided discovery of cognitive algorithms via program refinement

    Oct 1, 2026Huiwen Alex Yang, Mark K. Ho, Bill D. ThompsonComputational Cognitive ModelingAutomated Algorithm Discovery

  8. Structure-Mapping-Guided Self-Explanation for Learning Mathematical Procedures

    Sep 27, 2026Shinhaeng Lee, Christopher J. MacLellan, Daniel WeitekampComputational Cognitive ModelingMathematical Reasoning

  9. A model of rational interlocutors: Unification of comprehension and production

    Sep 26, 2026Hanlin Wu, Zhenguang G. CaiSpeech ProcessingComputational Psycholinguistics

  10. From S3Q Theory to Implementation: Towards an Architecture for Machine Qualia

    Sep 25, 2026Tetiana Grinberg, Katrina Schleisman, Patryk Laurent +6Machine ConsciousnessCognitive Architectures for AI Agents

  11. A Unified Account of Concepts and Chunks

    Sep 24, 2026Karthik Singaravadivelan, Pat LangleyComputational Cognitive ModelingConcept Learning

  12. A Spiking Neural Network Model of Elementary Self-Consciousness via Endogenous Default Mode Network Dynamics

    Sep 24, 2026R. Lahoz-BeltraComputational Cognitive ModelingSpiking Neural Networks

  13. Policy Complexity, Reaction Time, and Bounded Rationality in Reinforcement Learning

    Sep 23, 2026James Wu, Chris R. SimsComputational Cognitive ModelingReinforcement Learning

  14. Toward a Unified Mathematics of Concepts

    Sep 21, 2026Chen ShaniComputational Cognitive ModelingCognitive Modeling

  15. The syntax and semantics of goals

    Sep 16, 2026David M. Abel, Mark K. HoComputational Cognitive ModelingSymbolic Planning

  16. Neural noise enables accurate internal simulation of rare events

    Sep 16, 2026Heng Zhang, Pawel Herman, Zenas C. ChaoComputational Cognitive ModelingRare-Event Estimation

  17. Beyond Episodic AI: Cognitive Field Networks for Biologically Inspired Persistent Cognition

    Sep 15, 2026Byung Gyu ChaeComputational Cognitive ModelingRecurrent Neural Networks

  18. Sparks of In Silico Cognitive Science: Theories from Simulated Data Can Generalize to Humans

    Sep 7, 2026Akshay K. Jagadish, Younes Strittmatter, Nori Jacoby +4Computational Cognitive ModelingHuman Behavior Simulation

  19. A Computational Implementation of a Goal-Directed Theory of Affect

    Sep 6, 2026Bernhard Hilpert, Tamás Szűcs, Joost Broekens +1Affective ComputingComputational Cognitive Modeling

  20. Toward anIntegrated Cognitive--Ergonomic Architecture forHuman--Machine Interaction: Combining Cognitive Models with~Human Factors Ergonomics

    Sep 3, 2026Antoine Lenat, Olivier Cheminat, Damien Chablat +1Cognitive Architectures for AI AgentsComputational Cognitive Modeling

  21. Rate-Coding Bundle Memory: A Unified Model of Memory and Control for Symbolic Computation in the Brain

    Aug 29, 2026Teun van Gils, Rowan P. Sommers, Markus Ostarek +1Computational Cognitive ModelingNeurosymbolic Learning

  22. Where Cognition Lives: Dissecting Emergent from Computed Function in a Minimal Complete Cognitive Architecture

    Aug 23, 2026Francisco M. Arrabal-Campos, Francisco G. Montoya, Alfredo Alcayde +1Cognitive Architectures for AI AgentsComputational Cognitive Modeling

  23. More accurate behavioral predictions with hybrid Bayesian-connectionist models

    Aug 23, 2026Brenden M. Lake, Akshay K. Jagadish, Guangyuan JiangComputational Cognitive ModelingHuman Behavior Modeling

  24. Reading Cognition as Decisions Unfold in Words: A Factorized Inverse Decision Model

    Aug 10, 2026Jiawen Kang, Dongrui Han, Xixin Wu +1Computational Cognitive Modeling