14 citations · 31 across the 22 of their papers we have counts for
Showing 2026 · cs.AIShow all
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cs.AI2026
Skill Use or Skill Theater? Evaluating the Reasoning Backroom in Skill-Augmented Language Agents
Jinwei Hu, Yi Qi, Xinmiao Huang +3
Reusable skills are becoming a standard interface for extending language agents with task procedures. Yet evaluators usually infer skill use from visible reasoning or the agent's o…
cs.AI2026
Responsible Agentic AI Requires Explicit Provenance
Jinwei Hu, Xinmiao Huang, Qisong He +3
Agentic AI is rapidly proliferating across diverse real-world domains such as software engineering, yet public trust has not kept pace. The central reason is that responsibility, d…
cs.AI2026
PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors
Xinmiao Huang, Jinwei Hu, Rajarshi Roy +3
Large language model (LLM) agents now execute long, tool-using tasks where final outcome checks can arrive too late for intervention. Online warning requires lightweight prefix mon…