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cs.CL2026
AtomSearch: Evidence-Grounded Tree Search for Agent Skill Optimization
Jia Tong, Senyou Deng, Min Peng +1
Agent skills adapt frozen models through editable external instructions. Revising several rules at once makes changes difficult to inspect, while judging each local edit only by it…
cs.LG2026
Query-Adaptive Neuron Steering for LLMs
Yanxi Pan, Jingwen Wu, Yan Ma +8
Effectively eliciting the capabilities of large language models (LLMs) at inference time remains an important challenge. Existing studies address this challenge through context eng…