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Jiangfei Duan

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TrainMover: An Interruption-Resilient Runtime for ML Training20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
TrainMover is an ML training runtime that prepares standby GPUs ahead of interruptions by pre-recording output tensors and running communication-free sandboxed…
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Parcae: Proactive, Liveput-Optimized DNN Training on Preemptible Instances21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
Parcae is a system that proactively adapts hybrid data+pipeline parallelization to predicted spot-instance changes, using a liveput metric that balances…
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