2024 · Frontiers in Robotics and AI
Collective Predictive Coding Hypothesis: Symbol Emergence as Decentralized Bayesian Inference
Taniguchi, T., Yoshida, M., Matsui, Y., Le, N. C., Ueda, K., Hagiwara, Y., Taniguchi, A.
Symbol EmergenceCPC-MSMHNG BayesianMHNG
日本語要約
記号創発を分散ベイズ推論として定式化する CPC 仮説を提示。MHNG による実装と 自由エネルギー原理との関係を論じ、個体の発達と歴史的進化を統一的に扱える枠組みを示す。
アブストラクト
Understanding the emergence of symbol systems, especially language, requires a computational model that reproduces both the developmental learning process in everyday life and the evolutionary dynamics of symbol emergence throughout history. This paper proposes the Collective Predictive Coding (CPC) hypothesis, framing symbol emergence as decentralized Bayesian inference performed jointly by interacting agents.