Video-Coder: first code-driven video generation agent trained with execution rewards

UCF-Ai-LLMs · hf · 2026-11-09

Researchers from UCF, Microsoft Research, Tsinghua, and UNC introduce Video-Coder, the first code-driven video generation agent: it autonomously writes and executes code to construct dynamic 3D scenes (DRAFT Video), providing structure and motion signals to downstream video generators for precise spatial layout, coherent motion, and controllable composition.

The team built Video-Coder Harness (a unified environment integrating code execution, 3D rendering, and execution feedback) plus two curated datasets (SFT-6k, RL-2k), training via SFT followed by RL with dual execution- and video-based rewards.

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