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cs.MA2026
Mesh Inference: A Formal Model of Collective Inference Without a Center
Hongwei Xu
We present a formal model of mesh inference: how a population of independent agents, each holding private state and exchanging only admitted, typed observations, derives a conclusi…
cs.MA2026
Mesh Memory Protocol: Semantic Infrastructure for Multi-Agent LLM Systems
Hongwei Xu
Teams of LLM agents increasingly collaborate on tasks spanning days or weeks: multi-day data-generation sprints where generator, reviewer, and auditor agents coordinate in real tim…
cs.MA2026
Symbolic-Vector Attention Fusion for Collective Intelligence
Hongwei Xu
When autonomous agents observe different domains of a shared environment, each signal they exchange mixes relevant and irrelevant dimensions. No existing mechanism lets the receive…