Navigating the Infinite Dynamic Web Space: Effective In-Context Exploration via Cognitive Multi-Agent Collaboration
Guozhao Mo, Yanjiang Liu, Yafei Shi et al.
· 0 citations
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Jul 2026
Multi-level context Modeling for consistent expert selection in Mixture-of-Experts
This work revisit expert selection from a representation perspective and identifies context incompleteness as a key bottleneck limiting effective expert specialization, proposing Multi-level Context Fusion MOE (MCF-MOE), a framework that constructs context-aware representations by integrating complementary signals from cross-layer semantic aggregation and local token-level interactions.
Shuhan Huang, Naifan Zhang, Yuan-Bo Tang et al.
· arXiv.org · 0 citations