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HubPPR: Effective Indexing for Approximate Personalized PageRank
Summary: HubPPR precomputes hub-node auxiliary data to accelerate approximate PPR and top-k PPR with tunable accuracy, time, and memory. Up to 10x PPR and 220x top-k speedups vs BiPPR on graphs with billions of edges, on a single commodity server.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 11516
- Venue
- VLDB
- Year
- 2017
- Pagerank
- 9.218875e-05
- Overall Rank
- 2,242 | 84.41%
- DOI
-
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Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 24 of 24 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 1,474 |
Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank |
2020 |
VLDB |
0.00011825229 |
| 2,827 |
Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push |
2021 |
SIGMOD |
8.0551884e-05 |
| 3,709 |
Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank |
2023 |
VLDB |
6.8242482e-05 |
| 4,562 |
Massively Parallel Algorithms for Personalized PageRank |
2021 |
VLDB |
6.0846728e-05 |
| 4,671 |
Realtime Top-k Personalized PageRank over Large Graphs on GPUs |
2020 |
VLDB |
6.0085645e-05 |
| 4,733 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9631943e-05 |
| 5,147 |
Efficient Tree-SVD for Subset Node Embedding over Large Dynamic Graphs |
2023 |
SIGMOD |
5.6643767e-05 |
| 5,655 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.387631e-05 |
| 5,680 |
Parallel Personalized PageRank on Dynamic Graphs |
2018 |
VLDB |
5.3734643e-05 |
| 5,702 |
Efficient Estimation of Heat Kernel PageRank for Local Clustering |
2019 |
SIGMOD |
5.36473e-05 |
| 6,309 |
Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks |
2018 |
SIGMOD |
5.1167347e-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 |
| 7,451 |
Scalable Approximate Butterfly and Bi-triangle Counting for Large Bipartite Networks |
2023 |
SIGMOD |
4.7263711e-05 |
| 7,914 |
Efficient Approximate Algorithms for Empirical Entropy and Mutual Information |
2021 |
SIGMOD |
4.6179608e-05 |
| 8,610 |
Efficient Dynamic Weighted Set Sampling and Its Extension |
2024 |
VLDB |
4.4853485e-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 |
| 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 |
| 11,217 |
Efficient Approximation Framework for Attribute Recommendation |
2023 |
SIGMOD |
4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 2,098 |
Efficient Ad-hoc Search for Personalized PageRank |
2013 |
SIGMOD |
9.5480012e-05 |
| 6,309 |
Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks |
2018 |
SIGMOD |
5.1167347e-05 |
| 2,827 |
Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push |
2021 |
SIGMOD |
8.0551884e-05 |
| 1,821 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
0.00010423565 |
| 6,381 |
Edge-based Local Push for Personalized PageRank |
2022 |
VLDB |
5.0890757e-05 |
| 4,671 |
Realtime Top-k Personalized PageRank over Large Graphs on GPUs |
2020 |
VLDB |
6.0085645e-05 |
| 10,028 |
One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor |
2026 |
SIGMOD |
4.1945683e-05 |
| 2,780 |
Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation |
2013 |
VLDB |
8.1317773e-05 |
| 5,655 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.387631e-05 |
| 4,733 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9631943e-05 |