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Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push
Summary: PowerPush unifies Power Iteration and Forward Push for high-precision SSPPR, achieving O(m log(1/λ)) bound for FwdPush. SpeedPPR delivers fast approximate SSPPR on scale-free graphs with O(n log n log(1/ε)) time, outperforming BePI and FORA in time, accuracy, and index size.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6188
- Venue
- SIGMOD
- Year
- 2021
- Pagerank
- 8.0551884e-05
- Overall Rank
- 2,827 | 80.34%
- DOI
-
10.1145/3448016.3457298
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 14 of 14 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,709 |
Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank |
2023 |
VLDB |
6.8242482e-05 |
| 5,420 |
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization |
2022 |
VLDB |
5.5157743e-05 |
| 5,655 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.387631e-05 |
| 6,381 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.0890757e-05 |
| 7,086 |
Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach |
2022 |
SIGMOD |
4.8381004e-05 |
| 7,394 |
Efficient Estimation of Pairwise Effective Resistance |
2023 |
SIGMOD |
4.7427524e-05 |
| 7,446 |
QTCS: Efficient Query-Centered Temporal Community Search |
2024 |
VLDB |
4.727813e-05 |
| 9,245 |
Efficient Resistance Distance Computation: the Power of Landmark-based Approaches |
2023 |
SIGMOD |
4.3690661e-05 |
| 9,325 |
Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches |
2023 |
SIGMOD |
4.3556432e-05 |
| 10,028 |
One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor |
2026 |
SIGMOD |
4.1945683e-05 |
| 10,957 |
Efficient and Provable Effective Resistance Computation on Large Graphs: an Index-based Approach |
2024 |
SIGMOD |
4.1945683e-05 |
| 10,958 |
Efficient Approximation of Kemeny’s Constant for Large Graphs |
2024 |
SIGMOD |
4.1945683e-05 |
| 11,027 |
BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank |
2024 |
VLDB |
4.1945683e-05 |
| 11,186 |
Effective and Efficient PageRank-based Positioning for Graph Visualization |
2023 |
SIGMOD |
4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 486 |
Fast Incremental and Personalized PageRank |
2011 |
VLDB |
0.00022068545 |
| 886 |
Fast Personalized PageRank on MapReduce |
2011 |
SIGMOD |
0.00015597161 |
| 1,641 |
Fast and Exact Top-k Search for Random Walk with Restart |
2012 |
VLDB |
0.00011047924 |
| 1,821 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
0.00010423565 |
| 1,920 |
Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs |
2014 |
SIGMOD |
0.00010090791 |
| 2,098 |
Efficient Ad-hoc Search for Personalized PageRank |
2013 |
SIGMOD |
9.5480012e-05 |
| 2,210 |
BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs |
2015 |
SIGMOD |
9.2856573e-05 |
| 2,242 |
HubPPR: Effective Indexing for Approximate Personalized PageRank |
2017 |
VLDB |
9.218875e-05 |
| 2,537 |
BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart |
2017 |
SIGMOD |
8.5834428e-05 |
| 2,780 |
Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation |
2013 |
VLDB |
8.1317773e-05 |
| 3,872 |
Distributed Algorithms on Exact Personalized PageRank |
2017 |
SIGMOD |
6.6785582e-05 |
| 4,733 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9631943e-05 |
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| Overall Rank |
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PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
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HubPPR: Effective Indexing for Approximate Personalized PageRank |
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Parallel Personalized PageRank on Dynamic Graphs |
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Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation |
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8.1317773e-05 |
| 1,821 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
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0.00010423565 |
| 10,028 |
One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor |
2026 |
SIGMOD |
4.1945683e-05 |
| 4,733 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
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5.9631943e-05 |
| 5,655 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.387631e-05 |
| 6,381 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.0890757e-05 |