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For the complete documentation index, see llms.txt. This page is also available as Markdown.
  1. Reading Notes
  2. Conference

OSDI 2023

Meta Info

17th USENIX Symposium on Operating Systems Design and Implementation

Homepage: https://www.usenix.org/conference/osdi23

Paper List: https://www.usenix.org/conference/osdi23/technical-sessions

Papers

Distributed Serving

  • AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving

DL Compiler

  • Cocktailer: Analyzing and Optimizing Dynamic Control Flow in Deep Learning

  • Welder: Scheduling Deep Learning Memory Access via Tile-graph

  • Effectively Scheduling Computational Graphs of Deep Neural Networks toward Their Domain-Specific Accelerators

  • EINNET: Optimizing Tensor Programs with Derivation-Based Transformations

Hyper-parameter Tuning

  • Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters

GNN

  • MGG: Accelerating Graph Neural Networks with Fine-Grained Intra-Kernel Communication-Computation Pipelining on Multi-GPU Platforms

MoE

  • Optimizing Dynamic Neural Networks with Brainstorm

DLRM

  • AdaEmbed: Adaptive Embedding for Large-Scale Recommendation Models

Last updated 2 years ago

  • Meta Info
  • Papers
  • Distributed Serving
  • DL Compiler
  • Hyper-parameter Tuning
  • GNN
  • MoE
  • DLRM