Author

Liuhaichen Yang

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Preprint Aug 2026

SkillTV-Bench: Benchmarking How Well Judges Perform on Skill-Augmented Agentic Execution

This work introduces SkillTV-Bench, a 681-case benchmark of real agent trajectories from 50 tasks across eleven domains, designed to evaluate skill-aware trajectory verification for both LLM-as-a-Judge and Agent-as-a-Judge methods, and proposes SkillTV-Evolve, which externalizes verification knowledge as a reusable Jud...

Zhien Han, C. Zeng, Liuhaichen Yang et al. · 0 citations

#artificial intelligence Preprint Aug 2026

LLMs Interpret, Embeddings Organize, Graphs Emerge: Agent-Driven Compilation of Scientific Knowledge

A chronologically compiling 56 published papers from one research program yields a source-traceable author research portrait centered on tensor-network methods, with branches into quantum many-body research, tensor-network machine learning, and quantum-AI-oriented directions.

Shi-Ju Ran, Kun Zhang, Xi Wu et al. · 1 citation