Author

Shuting Bai

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Preprint Aug 2026

TrimMoE A communication aware and adaptive depth framework for distributed edge inference

A communication-aware adaptive-depth framework is proposed in this paper, termed TrimMoE, which couples layer skipping and confidence-based early exit with substitute execution and server-expert selection under a unified quality budget and proves that the substitution-and-skipping proxy degradation never exceeds the configured budget.

Ning Li, Shuting Bai, Xin Yuan et al. · 0 citations