SC25 Home
Close

Session

Paper
: Graph Neural Networks and Training
Session Chair
Ali Jannesari
Iowa State University
Event Type
Paper
TimeTuesday, 18 November 202510:30am - 12:00pm CST
Location260-267
Tags
HPC for Machine Learning
System Software and Cloud Computing
Recordings
Partially Livestreamed
Partially Recorded
Registration Categories
TP
Similar Sessions
Machine Learning: Training at Scale 2
Scheduling, Tiling, and Parallelism
Machine Learning: Training at Scale 1
Presentations
10:30am - 10:52am CSTPlexus: Taming Billion-Edge Graphs with 3D Parallel Full-Graph GNN Training
Authors
Aditya K. Ranjan
Siddharth Singh
Cunyang Wei
Abhinav Bhatele
HPC for Machine Learning
10:52am - 11:15am CSTPGT-I: Scaling Spatiotemporal GNNs with Memory-Efficient Distributed Training
Authors
Seth Ockerman
Amal Gueroudji
Tanwi Mallick
Yixuan He
Line Pouchard
Robert Ross
Shivaram Venkataraman
HPC for Machine Learning
11:15am - 11:37am CSTTaGNN: An Efficient Topology-Aware Accelerator for High-Performance Dynamic Graph Neural Networks
Authors
Hui Yu
Yu Zhang
Ligang He
Bing Peng
Jin Zhao
Zixiao Wang
Hao Qi
Hai Jin
HPC for Machine Learning
Not Livestreamed
Not Recorded
11:37am - 12:00pm CSTMoment: Co-Optimizing Physical Communication Topology and Data Placement for Multi-GPU Out-of-Core GNN Training
Authors
Zuocheng Shi
Jie Sun
Ziyu Song
Mo Sun
Yang Xiao
Fei Wu
Zeke Wang
BSP
System Software and Cloud Computing