Swapnil Gandhi
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| title | conference | date |
|---|---|---|
| SYMI: Efficient Mixture-of-Experts Training via Model and Optimizer State Decoupling | NSDI '26 | 2026-05-04 |
SYMI claims a practical solution: it decouple optimizer placement from expert parameters so optimizer state is static optimizer sharding across nodes while… | ||
| Sparse Checkpointing for Fast and Reliable MoE Training | NSDI '26 | 2026-05-04 |
MoEvement is an in-memory checkpointing system for MoE models that implements sparse checkpointing, sparse-to-dense conversion, and upstream logging to avoid… | ||
| P3: Distributed Deep Graph Learning at Scale | 15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21) | 2021-07-14 |
P3 (pcube) is a distributed GNN runtime that separates graph structure from features, never ships full feature vectors across the network and instead pushes… | ||
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