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Guodong Yang

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Attack of the Bubbles: Straggler-Resilient Pipeline Parallelism for Large Model TrainingNSDI '262026-05-04
PIPEMORPH is a system that adapts pipeline schedules and offloads communication to host memory with CPU-side RDMA delegation to eliminate head-of-line blocking…
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GREYHOUND: Hunting Fail-Slows in Hybrid-Parallel Training at ScaleUSENIX ATC '252025-07-07
Characterization on a 10,000+ GPU multi-tenant cluster finds transient fail-slows from CPU contention, GPU thermal throttling, and network congestion that last…
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GPU-Disaggregated Serving for Deep Learning Recommendation Models at ScaleNSDI '252025-04-28
Prism disaggregates CPU and GPU pools via graph-level partitioning and RDMA so embedding lookups run on CPU nodes and dense nets on GPU nodes, using a fusgraph…
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Beware of Fragmentation: Scheduling GPU-Sharing Workloads with Fragmentation...USENIX ATC '232023-07-10
Paper defines a statistical fragmentation metric that predicts expected unallocatable GPU capacity given task distributions, implements a scheduler called…
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