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
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
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.