PhysAgent is a simulator-in-the-loop multi-agent system that automates physically grounded 4D synthesis from multimodal prompts by using trajectory feedback from vision models and LLM reasoning to optimize force fields.
Fastphysgs: Accelerating physics-based dynamic 3dgs simulation via interior completion and adaptive optimization.arXiv preprint arXiv:2602.01723, 2026
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RoVES performs one-shot, optimization-free 3D Gaussian road geometry insertion coupled with 4-DOF vehicle dynamics for physics-aware pose correction in driving scenes.
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PhysAgent: Automating Physics-Based 4D Synthesis via Trajectory-Grounded Multi-Agent Feedback
PhysAgent is a simulator-in-the-loop multi-agent system that automates physically grounded 4D synthesis from multimodal prompts by using trajectory feedback from vision models and LLM reasoning to optimize force fields.