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Book Open access Sep 2026

FaultSense: Fault Localization in Large-Scale Mixture-of-Experts Model Serving Infrastructure

While Mixture-of-Experts (MoE) models scale LLM serving across hundreds of GPUs, their reliance on all-to-all communication makes them susceptible to gray failures (e.g., GPU stragglers) which inflate serving latency without explicit errors, complicating fault localization. We present FaultSense, an application-layer a...

Harish S. A., Vignesh S, Ashwin Kurella et al. · 0 citations

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