Lucid Dreaming for World Models: Learning to Doubt Imagination and Decide by Trust

Ziqi Wen, Ting Xu, Lianyu Wang +5

World models enable agents to learn and plan in imagination, but predictions beyond their experience can become unreliable and mislead decisions. Existing uncertainty estimates der…