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Yi-Ming Cheng

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#artificial intelligence Preprint Oct 2026

Matched-Context Group Policy Optimization for LLM Agent Training

Training long-horizon language model agents requires assigning credit to intermediate decisions from sparse terminal feedback. Within a finite group of sibling rollouts, useful action comparisons depend on their context, evidence for both alternatives, and how that evidence enters learning. We propose Matched-Context G...

Chen-Xu Zhang, Yao-Rui Shi, Wen-Long Zhang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

AgentBug-Smith: Automatically Reproducing Real-World Harness Bugs in Agentic Systems

Agent harness bugs exhibit unique characteristics and remain challenging for state-of-the-art software agents to repair. Progress in this area is further hindered by existing benchmarks, which contain only a small and fixed number of executable harness bugs while requiring hundreds of human hours to construct. This wor...

Yi-Ming Cheng, Alfin Wijaya Rahardja, Meng-Shi Zhang et al. · 0 citations

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