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DistRS: Disaggregated Reward Service for RLVR with Batch-Level ConstraintNSDI '262026-05-04
DistRS is a disaggregated reward service that separates reward computation from training, implements a microservice pipeline with per-stage worker pools, and…
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XSched: Preemptive Scheduling for Diverse XPUsOSDI '252025-07-07
XSched implements a preemptible command-queue called XQ and a multi-level hardware model (three levels: pending, inflight, running) to bring preemption to…
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Colocating ML Inference and Training with Fast GPU Memory HandoverUSENIX ATC '252025-07-07
A new system called SIRIUS colocates latency-sensitive inference and throughput-heavy training on the same GPU by dynamically resizing training mini-batches…
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