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Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware

Summary: Nezha is a distributed graph system on CPU+GPU nodes using RDMA to reduce communication and improve compute utilization. Key ideas: graph-friendly RDMA protocol, multi-device cooperation, and a workload balancer, with clear gains on popular benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7113
Venue
SIGMOD
Year
2025
Pagerank
5.247855e-05
Overall Rank
9,605 | 34.11%
DOI
10.1145/3709707

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cui_sigmod25,
        title = {{Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware}},
        author = {Cui, Pengjie and Liu, Haotian and Jiang, Dong and Tang, Bo and Yuan, Ye},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3709707},
        url = {https://dl.acm.org/doi/10.1145/3709707},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
9,616 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.2434488e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
389 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019386526
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
892 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013376761
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
937 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00013091546
956 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.0001297452
1,342 Designing Distributed Tree-based Index Structures for Fast RDMA-capable Networks 2019 SIGMOD 0.00011098147
1,345 The End of a Myth: Distributed Transactions Can Scale 2017 VLDB 0.00011090483
1,654 Navigating the Maze of Graph Analytics Frameworks using Massive Graph Datasets 2014 SIGMOD 0.00010104703
1,875 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.5728308e-05
2,295 Optimizing Graph Algorithms on Pregel-like Systems 2014 VLDB 8.7932254e-05
3,303 A Distributed Multi-GPU System for Fast Graph Processing 2018 VLDB 7.5405596e-05
3,362 Experimental Analysis of Streaming Algorithms for Graph Partitioning 2019 SIGMOD 7.4833791e-05
3,499 Unicorn: A System for Searching the Social Graph 2013 VLDB 7.362886e-05
3,752 Distributed Edge Partitioning for Trillion-edge Graphs 2019 VLDB 7.15217e-05
5,075 CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor 2024 VLDB 6.3740128e-05
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