2022 · Frontiers in Artificial Intelligence
Metropolis-Hastings Naming Game: Symbol Emergence as Probabilistic Generative Models
Hagiwara, Y., Kobayashi, H., Taniguchi, A., Taniguchi, T.
Symbol EmergenceMHNG MHNGBayesian
日本語要約
記号創発のダイナミクスをベイズ推論として導出する Metropolis-Hastings Naming Game を提案。発話の受容・棄却を MH ステップとして定式化する。
アブストラクト
We propose the Metropolis-Hastings Naming Game (MHNG), a probabilistic generative model that derives the dynamics of symbol emergence as Bayesian inference. Acceptance and rejection of partner messages are formalised as Metropolis-Hastings steps, providing a principled bridge between multi-agent communication and posterior sampling.