Author

Zhongwei Xie

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Preprint Jul 2026

Rethinking Self-Evolving Agent Skills: Feedback Dynamics over Multiple Rounds

Overall, persistent skill self-evolution is better understood as sparse, validation-filtered search with model- and benchmark-dependent returns, rather than steady improvement from additional rounds.

Yuxuan Liu, Zhaochen Su, Yuhao Zhang et al. · 0 citations

Review Jul 2026

Isolation as a First-Class Principle for LLM-Agent System Safety: Concepts, Taxonomy, Challenges and Future Directions

This survey treats isolation as a first-class principle for LLM-agent system safety, and organizes the literature with a boundary-centric taxonomy of five boundaries: user-agent, agent-tool, agent-execution, agent-agent, and system-environment.

Huihao Jing, Wenbin Hu, Shaojin Chen et al. · 0 citations