2 papers
cs.AI2026
SIPO: Selective-Inference Policy Optimization for Tree-Structured Agentic RL
Zenghuang Fu, Ningqi Chen, Mingda Jia +10
Tree-structured reinforcement learning trains search agents by comparing alternative continuations and propagating terminal rewards to intermediate decisions. Adaptive expansion, h…
cs.SE2026
Evaluating Agent Skills for Version-Specific Plugin Migration: A Retrospective Study
Beiming Liu, Haihao Li, Minjie Chen +15
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 t…