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Author

Haodong Zhao

Shanghai Jiaotong University

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Preprint Sep 2026

AuxMark: Defending Against Unauthorized Agent Distillation via Auxiliary Behavioral Watermarking

Large language model agents can acquire complex capabilities through multi-step interaction and tool use, but their trajectories can also be illegally collected to dis- till student agents. However, existing watermarking methods either do not fit the structured and interactive nature of agent environments or lack relia...

Yi-Qing Feng, Hao-Zhe Feng, Shu-Nan Shang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Learning from Others, Acting for You: Cross-User Memory Sharing for LLM Agents

ShareMem is introduced, a memory architecture that shares reusable experience while grounding its application in the receiving user's own preferences, and improves step success, average task success, and dialogue-macro coding scores, respectively, over matched user-local memory across all four models.

Jinming Hu, Haodong Zhao, Qi Jia et al. · 0 citations
#artificial intelligence Preprint Sep 2025

Reasoning or Rambling? Exploring the Effect of Thinking on Agent Persuasion

Persuasion Duality is identified: reasoning enhances an agent's persuasive power while simultaneously increasing its resistance to persuasion, and a prompt-level adversarial argument detection method is proposed that consistently improves agent robustness.

Haodong Zhao, Jidong Li, Zhaomin Wu et al. · 4 citations · ⚡1

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