Author

Shizun Wang

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Preprint Oct 2026

DynaFlow: Learning Free-Form Multi-Agent Orchestration

Multi-agent systems often rely on predefined collaboration structures, limiting their ability to adapt to diverse task requirements. We introduce DynaFlow, a framework that integrates free-form executable workflow synthesis into the action space of the main agent. The agent decides when collaboration is needed and gene...

Ru-Hao Liu, Qi Li, Shi-Zun Wang et al. · 0 citations

Preprint Oct 2026

Velox: Spatial Memory Makes World Models Efficient

Video world models turn actions and camera motion into long visual rollouts, making video a natural interface for interactive simulation. Such interaction requires responsive generation, yet coherent rollouts must retain visual memory of what has already been generated. Chunked video diffusion models usually keep this...

Qiuhong Shen, Shi-Zun Wang, Xin-Chao Wang · 0 citations

Preprint Aug 2026

HarnessEval-W: Agentifying the Evaluation of Visual Worlds

This work introduces HarnessEval-W, an agentified evaluation pipeline that brings the harness paradigm from the LLM ecosystem to world model benchmarking, and applies HarnessEval-W to 18 representative world models over 330 evaluation cases.

Wei-Liang Chen, Haowen Sun, Jun Gao et al. · 3 citations