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20232026
most citedHelios: An Efficient Out-of-core GNN Training System on Terabyte-scale Graphs with In-memory Performance

3 citations · 5 across the 5 of their papers we have counts for

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cs.DC2026

HyperParallel-FSDP: Topology-Aware Fully Sharded Training with Layout-Driven Muon on Ascend SuperPods

Mo Sun, Yifan Yao, Yanwei Liu +14

Declarative SPMD programming uses tensor sharding descriptions to drive distributed execution, separating parallelization from model code. However, the evaluated PyTorch DTensor st…