An evaluation of early answers must choose which questions to release and how to read their answers. Using one scoring convention for both choices can make two procedures look similar while concealing their sensitivity to either choice. We measured this dependence on stored trajectories from Huginn and Ouro, using cloz...
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
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
The Powered Length Penalty (PLP) is proposed, an adaptive regularizer that penalizes redundancy in short sequences while gradually reducing penalties for longer sequences, preserving deep reasoning.
Ze-Hui Ling, De-Shu Chen, Hong-Wei Zhang et al.· Proceedings of the Thirty-Fi...· 0 citations
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