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cs.AI2025
Counterfactual Basis Extension and Representational Geometry: An MDL-Constrained Model of Conceptual Growth
Chainarong Amornbunchornvej
Concept learning becomes possible only when existing representations fail to account for experience. Most models of learning and inference, however, presuppose a fixed representati…
cs.AI2025
Interpretation as Linear Transformation: A Cognitive-Geometric Model of Concepts and Meaning
Chainarong Amornbunchornvej
This paper develops a geometric framework for modeling concepts, motivation, and influence across cognitively heterogeneous agents. Each agent is represented by a personalized valu…