VeriPhy is an auditable physical-verification system that uses a text-only planner to compile prompts into typed physical obligations and a statically validated execution plan before video generation begins. Unlike scalar quality scores, it tracks specific physical violations and identifies failure moments by gating observations against declared calls to frozen low-level experts. The system aims to evaluate and refine world models through agentic physical reasoning rather than relying solely on visual fluency.
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huggingface/daily-papers