Author

Lian Zhang

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Preprint Aug 2026

LatticeMind: A Conflict-Aware Memory Primitive for Multi-Agent Systems

LatticeMind is presented, a conflict-aware structured memory that handles contradiction at write time, which maintains explicit item status, applies cheap symbolic conflict checks, and invokes LLM reconciliation only for unresolved semantic cases.

Heng Zhou, Lian Zhang, Yutao Fan et al. · 0 citations

#natural language process... Jun 2026

SciOrch: Learning to Orchestrate Expert LLMs for Solving Frontier Multimodal Scientific Reasoning Tasks

SciOrch is presented, a framework that trains a lightweight 8B model to orchestrate frontier LLMs for scientific reasoning, and attains the best accuracy on both SGI and SFE with less than half the API cost of typical multi-agent methods.

Jingru Guo, Xiangyuan Xue, Lian Zhang et al. · arXiv.org · 0 citations