7 citations · 18 across the 11 of their papers we have counts for
18 papers
Collective Counterfactual Planning: Coordination, Consent, and Verification under Representational Constraints
Chainarong Amornbunchornvej
Groups routinely complete projects that no single member can plan, execute, or verify alone. We propose a formal model of this phenomenon, Collective Counterfactual Planning (CCP),…
Interpretation, Learning, and Empathy as One Constraint: A Residual-Adequacy Architecture with Accountable Abstention
Chainarong Amornbunchornvej
An agent must act on the situation before it, learn what it cannot yet represent, and model other agents well enough to coordinate. These faculties are usually realized by separate…
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…
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…
Regional and spatial dependence of poverty factors in Thailand, and its use into Bayesian hierarchical regression analysis
Irving Gómez-Méndez, Chainarong Amornbunchornvej
Poverty is a serious issue that harms humanity progression. The simplest solution is to use one-shirt-size policy to alleviate it. Nevertheless, each region has its unique issues,…
Framework for Variable-lag Motif Following Relation Inference In Time Series using Matrix Profile analysis
Naaek Chinpattanakarn, Chainarong Amornbunchornvej
Knowing who follows whom and what patterns they are following are crucial steps to understand collective behaviors (e.g. a group of human, a school of fish, or a stock market). Tim…