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20242026
most citedEnhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model

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cs.LG2026

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…