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SwiftEP: Accelerating MoE Inference with Buffer Fusion and TMA OffloadingNSDI '262026-05-04
SwiftEP is an all-to-all library that fuses compute and RDMA buffers and offloads NVLink transfers to the Hopper TMA to remove redundant copies and free SMs…
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Holmes: Localizing Irregularities in LLM Training with Mega-scale GPU ClustersNSDI '252025-04-28
Holmes localizes slow or spiky iterations in multi‑thousand GPU LLM training by logging only communication operators, classifying abnormal operators with a…
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Arbitor: A Numerically Accurate Hardware Emulation Tool for DNN AcceleratorsUSENIX ATC '232023-07-10
Arbitor is an open‑source compiler‑based emulator that rewrites ML compiler IR to insert custom low‑precision, approximate and sparsity policies, running on…
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