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AI Video Papers·2026
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PhysLoop: Harnessing LLMs' Physics Awareness for Self-Improving Video Generation Models

Yuxuan Chen, Xiaojie Li +12·Peking University, ByteDance Seed +4

Turns LLMs’ physical knowledge into video training data using simulator constraints, physical verification, and iterative correction. It also repairs physical errors in generated videos and releases 100K videos spanning 2,500 physical events.

#paper#video#ai-video#physical-reasoning#physics+4
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