Author

Kuan Zhang

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#artificial intelligence Preprint Oct 2026

Evolving to Match Capabilities: Improving Harness Self-Evolution via Skill Adaptation

Harness self-evolution offers a practical route for LLM agents to improve from execution experience without updating model parameters. Its effectiveness depends on whether models can successfully act on the guidance provided by their harnesses. However, we find that harness benefits are not uniform across model capabil...

Zhi-Hao Yang, Haojin Wang, Jun-Cheng Wu et al. · 0 citations

Preprint Oct 2026

Video-Arena: A Scalable Agentic Video Benchmark for Spatiotemporal Capability

Understanding and tracking a dynamic world are fundamental to visual intelligence. Existing video benchmarks provide limited insight into whether models can maintain a coherent understanding of evolving world state. Building such a benchmark from real-world videos is challenging because the underlying world state is pa...

Kuan Zhang, Yu-Kun Chen, Zhi-Hao Yang et al. · 0 citations