AINeutralarXiv – CS AI · 10h ago6/10
🧠
Core-Halo Decomposition: Decentralizing Large-Scale Fixed-Point Problems
Researchers propose Core-Halo decomposition, a novel approach to solving large-scale fixed-point problems in decentralized systems that separates write ownership from read-only evaluation context. Unlike standard strict decomposition methods that create structural bias by truncating dependencies, Core-Halo aligns with block-dependence structures to enable faithful implementation of the original fixed-point problem across distributed multi-agent systems while maintaining parallelism benefits.