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cs.AI2026
ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation
Boqin Yuan, Yue Su, Renchu Song +2
Skill-distillation pipelines learn reusable rules from LLM agent trajectories, but they lack a key signal: how much each step costs. Without per-step cost, a pipeline cannot distin…
cs.AI2025
Multi-LLM Collaborative Search for Complex Problem Solving
Sen Yang, Yafu Li, Wai Lam +1
Large language models (LLMs) often struggle with complex reasoning tasks due to their limitations in addressing the vast reasoning space and inherent ambiguities of natural languag…