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cs.CL2026
Programmatic Search Agents: Extending Agentic Search Beyond Query Reformulation
Jiaming Qian, Huiyan Yang, Mandi Liu +7
Search agents adapt their queries, yet fixed search interfaces leave candidate processing and evidence presentation outside the agent's direct control. Our trajectory analysis show…
cs.CL2026
Reward Stealing Attack on Large Language Models
Jiaming Qian, Pengyang Zhou, Jiahe Xu +1
Adversarial attacks on Large Language Models (LLMs) aim to induce harmful content. However, existing methods suffer from high computational costs or strict model-pairing dependenci…