NSDI 2023

Meta Info

Homepage: https://www.usenix.org/conference/nsdi23

Paper list: https://www.usenix.org/conference/nsdi23/technical-sessions

Accepted Papers

Papers

Large Language Model (LLM)

  • Bamboo: Making Preemptible Instances Resilient for Affordable Training of Large DNNs [Paper] [Code]

    • UCLA & CMU & MSR & Princeton

    • Resilient distributed training

Model Serving

  • Shepherd: Serving DNNs in the wild [Paper] [Personal Notes]

    • UWaterloo & Yale & UC Berkeley

    • Handle the short-term workload unpredictability.

    • Aggregate request streams into moderately-sized groups; leverage preemption and model-specific batching.

RDMA

  • Understanding RDMA Microarchitecture Resources for Performance Isolation [Personal Notes] [Paper] [Benchmark Suite]

    • Duke & Microsoft & SJTU

    • Develop a test suite to evaluate RDMA performance isolation solutions.

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