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FACT (Forensic Agent with Compiled Tool-use Trajectories), which learns an image-conditioned tool-use policy for forensic analysis, achieves the best performance among all compared methods, including on recent unseen generators, deepfakes, and manipulated images.
Function-Room Generation is introduced, a new indoor 3D scene generation setting that creates rooms supporting explicit functional goals rather than merely visually plausible layouts, and ScenePRM, an execution-grounded process reward framework that improves the expert through reinforcement learning with functional, ge...
The results show that the proposed SkelGen4D weakly supervised skeleton modeling matches or surpasses fully supervised baselines while scaling to diverse object categories for high-quality text-driven mesh animation.
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