Kun Wu

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authored 3 papers 6 months ago

SSDTrain: An Activation Offloading Framework to SSDs for Faster Large Language Model Training

Paper • 2408.10013 • Published Aug 19, 2024

Code generation and runtime techniques for enabling data-efficient deep learning training on GPUs

Paper • 2412.04747 • Published Dec 6, 2024

LSM-GNN: Large-scale Storage-based Multi-GPU GNN Training by Optimizing Data Transfer Scheme

Paper • 2407.15264 • Published Jul 21, 2024

authored 5 papers about 2 years ago

PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses

Paper • 2101.07956 • Published Jan 20, 2021

PIGEON: Optimizing CUDA Code Generator for End-to-End Training and Inference of Relational Graph Neural Networks

Paper • 2301.06284 • Published Jan 16, 2023 • 1

Graph Neural Network Training with Data Tiering

Paper • 2111.05894 • Published Nov 10, 2021

TEMPI: An Interposed MPI Library with a Canonical Representation of CUDA-aware Datatypes

Paper • 2012.14363 • Published Dec 28, 2020

Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture

Paper • 2103.03330 • Published Mar 4, 2021