94 citations · 196 across the 7 of their papers we have counts for
Showing 2026Show all
2 papers · 1 filter
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…
cs.DC2026
HyperParallel: A Supernode-Affinity AI Framework
Xin Zhang, Beilei Sun, Teng Su +4
The emergence of large-scale, sparse, multimodal, and agentic AI models has coincided with a shift in hardware toward supernode architectures that integrate hundreds to thousands o…