Author

Zhihao Yuan

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Preprint Aug 2026

When Experience Becomes Instruction: Trajectory Poisoning in Self-Evolving Agent Skill Systems

PoisonedEvolution is introduced, a trajectory-poisoning attack on self-evolving skill systems that exposes evidence promotion as a security boundary for self-evolving agents.

Jia-Luo Chen, Ling-Qi Jiang, Xin-Hao Deng et al. · 1 citation · ⚡1

#artificial intelligence Preprint Aug 2026

Candidate supply and answer selection shape the value of LLM judging in multi-agent systems

This work conceptualizes multi-agent reasoning as an evolutionary pipeline of candidate generation, peer communication and terminal selection, wherein consensus without quality control can exhibit patterns of memetic drift.

Jia-Hao Ji, Si-Jie Li, Jia-Bei Cheng et al. · 1 citation