GraphScope: A One-Stop Large Graph Processing System
Summary: GraphScope offers a one-stop platform for large-graph analytics with a unified API and seamless integration of specialized engines in a data-parallel setting. Python-first programming with automatic parallel execution enables PyData integration; demo shows 2.86× speedup on a trillion-scale fraud graph at Alibaba. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jingbo Xu
- 2. Zhanning Bai
- 3. Wenfei Fan
- 4. Longbin Lai
- 5. Xue Li
- 6. Zhao Li
- 7. Zhengping Qian
- 8. Lei Wang
- 9. Yanyan Wang
- 10. Wenyuan Yu
- 11. Jingren Zhou
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,885 | Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines | 2023 | VLDB | 4.8908367e-05 |
| 9,474 | TGraph: A Tensor-centric Graph Processing Framework | 2025 | SIGMOD | 4.3300131e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019040811 |
| 271 | AliGraph: A Comprehensive Graph Neural Network Platform | 2019 | VLDB | 0.00029565193 |
| 441 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.00023172424 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,834 | Systems for Big-Graphs | 2014 | VLDB | 5.8867916e-05 |
| 2,452 | GraphMat: High performance graph analytics made productive | 2015 | VLDB | 8.782919e-05 |
| 9,519 | Banyan: A Scoped Dataflow Engine for Graph Query Service | 2022 | VLDB | 4.3287375e-05 |
| 5,780 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB | 5.327262e-05 |
| 4,578 | Accelerating Dynamic Graph Analytics on GPUs | 2018 | VLDB | 6.0651154e-05 |
| 7,321 | Periscope/GQ: A Graph Querying Toolkit | 2008 | VLDB | 4.7577703e-05 |
| 22 | SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets | 2008 | VLDB | 0.00084679526 |
| 11,744 | Declarative and distributed graph analytics with GRADOOP | 2018 | VLDB | 4.1905499e-05 |
| 9,457 | GraphScope Flex: LEGO-like Graph Computing Stack | 2024 | SIGMOD | 4.3346427e-05 |
| 3,287 | GraphScope: A Unified Engine For Big Graph Processing | 2021 | VLDB | 7.2689944e-05 |