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NeutronHeter: Optimizing Distributed Graph Neural Network Training for Heterogeneous Clusters

Summary: NeutronHeter: top-down multi-level mapping on a tree-like resource graph (hierarchical clustering of compute and bandwidth) to solve the multi-constrained multi-way GNN placement problem in heterogeneous clusters. Plus adaptive communication migration via selective vertex replication to bypass low-bandwidth links, reducing asymmetric communication hotspots and yielding 1.06–33.05x speedups over SOTA. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7332
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,027 | 30.25%
DOI
10.1145/3749175

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,298 NeutronCloud: Resource-Aware Distributed GNN Training in Fluctuating Cloud Environments 2026 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
278 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00029230623
1,160 Sancus: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks 2022 VLDB 0.00013586221
1,942 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 0.00010012691
2,400 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 8.8955105e-05
2,422 DUCATI: A Dual-Cache Training System for Graph Neural Networks on Giant Graphs with the GPU 2023 SIGMOD 8.8499665e-05
3,025 NeutronStar: Distributed GNN Training with Hybrid Dependency Management 2022 SIGMOD 7.6906935e-05
3,087 Scalable and Efficient Full-Graph GNN Training for Large Graphs 2023 SIGMOD 7.5939896e-05
5,136 NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments 2024 VLDB 5.6723526e-05
6,884 Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines 2023 VLDB 4.8955332e-05
6,942 Efficient Training of Graph Neural Networks on Large Graphs 2024 VLDB 4.8922884e-05
6,980 OUTRE: An OUT-of-core De-REdundancy GNN Training Framework for Massive Graphs within A Single Machine 2024 VLDB 4.8744298e-05
7,004 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 4.8656632e-05
7,091 HongTu: Scalable Full-Graph GNN Training on Multiple GPUs 2023 SIGMOD 4.8370645e-05
7,289 DAHA: Accelerating GNN Training with Data and Hardware Aware Execution Planning 2024 VLDB 4.7747168e-05
7,545 XGNN: Boosting Multi-GPU GNN Training via Global GNN Memory Store 2024 VLDB 4.714889e-05
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