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