Action-Consequence Alignment for Reliable Planning and Self-Improving in Latent World Models

Jinping Wang1, Zhiqiang Gao, Xiantong Zhen +1

Latent world models learn to predict observed transitions, yet low prediction error alone does not guarantee reliable planning. Inspired by self tickling experiments in neuroscienc…