Author

Lang-Zhang Liang

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#artificial intelligence Preprint Sep 2026

Waggle: Learning One Anonymous Local Law for Self-Organizing LLM Swarms

Results show that LLM-agent organization can emerge and adapt through repeated execution of a learned local law, and Swarm-Consistent Distillation (SCD), combining anonymous-orbit consistency with rollout-grounded prediction of the next local coordination field, with no added inference-time components.

Ming-Xi Zou, Wei-Jie Zhu, Zhuo Wang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

From Attack Success to Attack Severity: Counterfactual Memory Attacks on LLM Agents

As LLM agents increasingly rely on persistent memory for long-horizon and personalized behavior, they can retain and reuse information across interactions, but this also creates a lasting channel through which malicious memory writes can influence future behavior. Persistent-memory attacks are typically evaluated by wh...

Ming-Xi Zou, Lang-Zhang Liang, Zhuo Wang et al. · 0 citations