Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AIRyota Okumura, Tadahiro Taniguchi, Akira Taniguchi, Yoshinobu Hagiwarahttps://arxiv.org/abs/2506.15468
Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AIWe propose co-creative learning as a novel paradigm where humans and AI, i.e., biological and artificial agents, mutually integrate their partial perceptual information and knowledge to construct shared external representations, a process we interpret as symbol emergence. Unlike traditional AI teaching based on unilateral knowledge transfer, this addresses the challenge of integrating information from inherently different modalities. We empirically test this framework using a human-AI interacti…