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Zhi-Wen Tang

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#artificial intelligence Preprint Sep 2026

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

As LLM agents increasingly collaborate on complex tasks, how to organize their interactions becomes a central design question. Existing multi-agent systems typically learn or adapt explicit roles, hierarchies, routing policies, or communication topologies. We shift the learning target to a reusable local law that can b...

Ming-Xi Zou, Wei-Jie Zhu, Zhuo Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

GLIDE: Generalized Layer-wise Intrinsic Distributional Evaluation for Heterogeneous LLM Agents

LLM agents require reliable step-level evaluation to compare candidate branches and allocate computation effectively. However, lightweight evaluation remains challenging. External verifiers introduce additional inference cost, while agent-produced confidence or self-evaluation scores can be miscalibrated, especially wh...

Wei Zhu, Yiming Wang, Rui Wang et al. · 0 citations

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