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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
- 6189
- Venue
- SIGMOD
- Year
- 2021
- Pagerank
- 8.6029608e-05
- Overall Rank
- 2,522 | 82.48%
- DOI
-
10.1145/3448016.3457298
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 15 of 15 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,715 |
Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank |
2023 |
VLDB |
6.8176818e-05 |
| 5,237 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.6071758e-05 |
| 5,431 |
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization |
2022 |
VLDB |
5.5104776e-05 |
| 5,666 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.3824583e-05 |
| 5,936 |
Efficient Estimation of Pairwise Effective Resistance |
2023 |
SIGMOD |
5.2611905e-05 |
| 7,081 |
Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach |
2022 |
SIGMOD |
4.833459e-05 |
| 7,446 |
QTCS: Efficient Query-Centered Temporal Community Search |
2024 |
VLDB |
4.7232788e-05 |
| 9,252 |
Efficient Resistance Distance Computation: the Power of Landmark-based Approaches |
2023 |
SIGMOD |
4.3648789e-05 |
| 9,330 |
Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches |
2023 |
SIGMOD |
4.351469e-05 |
| 10,028 |
One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,272 |
Theoretically and Practically Efficient Resistance Distance Computation on Large Graphs |
2026 |
VLDB |
4.1905499e-05 |
| 10,960 |
Efficient and Provable Effective Resistance Computation on Large Graphs: an Index-based Approach |
2024 |
SIGMOD |
4.1905499e-05 |
| 10,961 |
Efficient Approximation of Kemeny’s Constant for Large Graphs |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,030 |
BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank |
2024 |
VLDB |
4.1905499e-05 |
| 11,188 |
Effective and Efficient PageRank-based Positioning for Graph Visualization |
2023 |
SIGMOD |
4.1905499e-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 |
| 478 |
Fast Incremental and Personalized PageRank |
2011 |
VLDB |
0.00022183187 |
| 875 |
Fast Personalized PageRank on MapReduce |
2011 |
SIGMOD |
0.00015679931 |
| 1,626 |
Fast and Exact Top-k Search for Random Walk with Restart |
2012 |
VLDB |
0.0001108491 |
| 1,809 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
0.00010472588 |
| 1,907 |
Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs |
2014 |
SIGMOD |
0.00010130702 |
| 2,076 |
Efficient Ad-hoc Search for Personalized PageRank |
2013 |
SIGMOD |
9.6057342e-05 |
| 2,110 |
HubPPR: Effective Indexing for Approximate Personalized PageRank |
2017 |
VLDB |
9.5280826e-05 |
| 2,189 |
BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs |
2015 |
SIGMOD |
9.3358152e-05 |
| 2,515 |
BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart |
2017 |
SIGMOD |
8.6115215e-05 |
| 2,745 |
Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation |
2013 |
VLDB |
8.1831695e-05 |
| 3,853 |
Distributed Algorithms on Exact Personalized PageRank |
2017 |
SIGMOD |
6.6987268e-05 |
| 4,688 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9900111e-05 |
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| Overall Rank |
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| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
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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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8.1831695e-05 |
| 1,809 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
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0.00010472588 |
| 10,028 |
One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor |
2026 |
SIGMOD |
4.1905499e-05 |
| 4,688 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9900111e-05 |
| 5,666 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.3824583e-05 |
| 5,237 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.6071758e-05 |