Author

Ning Chen

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Review Sep 2026

Evaluating Agent Skills for Version-Specific Plugin Migration: A Retrospective Study

Agent skills package version-specific maintenance knowledge for coding agents, but a higher diagnostic score does not by itself show that the resulting migration advice satisfies the target version's contract. We study a shipped plugin-upgrade skill through an archive of 64 reports on 16 static migration tasks, with tw...

Bei-Ming Liu, Hai-Hao Li, Min-Jie Chen et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SIPO: Selective-Inference Policy Optimization for Tree-Structured Agentic RL

Tree-structured reinforcement learning trains search agents by comparing alternative continuations and propagating terminal rewards to intermediate decisions. Adaptive expansion, however, creates a statistical asymmetry: an incumbent is selected using its own generation statistic, whereas fresh siblings are sampled aft...

Zeng-Huang Fu, Ning Chen, Ming-Da Jia et al. · 0 citations