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New Cognitive-Geometric Model Explains Concept Survival Algebraically

A new paper proposes a cognitive-geometric model that frames concepts and meaning as linear transformations within personalized value spaces. This framework suggests that the intelligibility and survival of concepts depend on their ability to avoid the null spaces of these transformations, offering insights into miscommunication and concept death. The model aims to unify perspectives from conceptual spaces, social epistemology, and AI value alignment by grounding meaning preservation in structural compatibility. AI

IMPACT Provides a theoretical framework for understanding meaning preservation and conceptual dynamics in both human and artificial systems.

RANK_REASON The cluster contains an academic paper published on arXiv detailing a new theoretical model. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Chainarong Amornbunchornvej ·

    Interpretation as Linear Transformation: A Cognitive-Geometric Model of Concepts and Meaning

    arXiv:2512.09831v2 Announce Type: replace Abstract: This paper develops a geometric framework for modeling concepts, motivation, and influence across cognitively heterogeneous agents. Each agent is represented by a personalized value space, a vector space encoding the internal di…