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TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs
Summary: TopPPR delivers top-k PPR queries with rho-precision guarantees (at least rho of the true top-k) and 1-1/n probability. No preprocessing, handles dynamic graphs, and scales to large graphs, e.g., 15s for top-500 on a billion-edge Twitter graph with rho=1.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5567
- Venue
- SIGMOD
- Year
- 2018
- Pagerank
- 5.9900111e-05
- Overall Rank
- 4,688 | 67.42%
- DOI
-
10.1145/3183713.3196920
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 19 of 19 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 1,528 |
Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank |
2020 |
VLDB |
0.00011489661 |
| 2,522 |
Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push |
2021 |
SIGMOD |
8.6029608e-05 |
| 3,715 |
Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank |
2023 |
VLDB |
6.8176818e-05 |
| 4,560 |
Massively Parallel Algorithms for Personalized PageRank |
2021 |
VLDB |
6.0788254e-05 |
| 4,670 |
Realtime Top-k Personalized PageRank over Large Graphs on GPUs |
2020 |
VLDB |
6.0027844e-05 |
| 5,146 |
Efficient Tree-SVD for Subset Node Embedding over Large Dynamic Graphs |
2023 |
SIGMOD |
5.6589364e-05 |
| 5,237 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.6071758e-05 |
| 5,666 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.3824583e-05 |
| 5,713 |
Efficient Estimation of Heat Kernel PageRank for Local Clustering |
2019 |
SIGMOD |
5.3595796e-05 |
| 5,936 |
Efficient Estimation of Pairwise Effective Resistance |
2023 |
SIGMOD |
5.2611905e-05 |
| 6,063 |
ThunderRW: An In-Memory Graph Random Walk Engine |
2021 |
VLDB |
5.2259989e-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 |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.5489304e-05 |
| 9,330 |
Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches |
2023 |
SIGMOD |
4.351469e-05 |
| 9,333 |
Estimating Single-Node PageRank in O~(min{d_t, sqrt(m)}) Time |
2023 |
VLDB |
4.351469e-05 |
| 9,367 |
MITra: A Framework for Multi-Instance Graph Traversal |
2023 |
VLDB |
4.3466395e-05 |
| 10,960 |
Efficient and Provable Effective Resistance Computation on Large Graphs: an Index-based Approach |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,030 |
BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank |
2024 |
VLDB |
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 |
| 6,968 |
ROLL: Fast In-Memory Generation of Gigantic Scale-free Networks |
2016 |
SIGMOD |
4.8752859e-05 |
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| Overall Rank |
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Pagerank |
| 2,745 |
Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation |
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8.1831695e-05 |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
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Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
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2023 |
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| 2,522 |
Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push |
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HubPPR: Effective Indexing for Approximate Personalized PageRank |
2017 |
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9.5280826e-05 |
| 4,670 |
Realtime Top-k Personalized PageRank over Large Graphs on GPUs |
2020 |
VLDB |
6.0027844e-05 |