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Jia-Ming Qian

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#natural language process... Preprint Oct 2026

Programmatic Search Agents: Extending Agentic Search Beyond Query Reformulation

Search agents adapt their queries, yet fixed search interfaces leave candidate processing and evidence presentation outside the agent's direct control. Our trajectory analysis shows that supporting passages can be retrieved yet never delivered to the agent; a same-page oracle intervention shows that changing the return...

Jia-Ming Qian, Hui-Yan Yang, Man-Di Liu et al. · 0 citations
#natural language process... Preprint Oct 2026

Reward Stealing Attack on Large Language Models

Adversarial attacks on Large Language Models (LLMs) aim to induce harmful content. However, existing methods suffer from high computational costs or strict model-pairing dependencies, limiting their scalability and transferability. We propose Reward Stealing Attack (ReSA), an adversarial attack framework that targets t...

Jia-Ming Qian, Peng-Yang Zhou, Jia-He Xu et al. · 0 citations

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