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Parallel Personalized PageRank on Dynamic Graphs

Summary: Parallel dynamic PPR on graphs with batch updates to reduce synchronization and enable iterative parallelism. Same asymptotic cost as the sequential local-update scheme, with optimizations; GPU/CPU experiments yield orders-of-magnitude speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11796
Venue
VLDB
Year
2018
Pagerank
5.3683002e-05
Overall Rank
5,693 | 60.44%
DOI
10.14778/3136610.3136618

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
3,488 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 7.0460627e-05
4,525 GPU-based Graph Traversal on Compressed Graphs 2019 SIGMOD 6.1087614e-05
4,578 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.0651154e-05
4,670 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0027844e-05
5,666 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 5.3824583e-05
6,063 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.2259989e-05
6,310 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.111823e-05
7,157 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 4.8097601e-05
7,226 Self-adaptive Graph Traversal on GPUs 2021 SIGMOD 4.7910164e-05
7,694 LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR 2024 SIGMOD 4.6712753e-05
7,711 Accelerating Exact Constrained Shortest Paths on GPUs 2021 VLDB 4.6670758e-05
9,330 Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches 2023 SIGMOD 4.351469e-05
10,323 Efficient Temporal Edge-Core Maintenance in Streaming Graphs 2026 VLDB 4.1905499e-05
10,878 A CPU-GPU Hybrid Labelling Algorithm for Massive Shortest Distance Queries on Road Networks 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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
1,665 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010958779
1,809 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010472588
2,110 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 9.5280826e-05
3,235 iBFS: Concurrent Breadth-First Search on GPUs 2016 SIGMOD 7.3298263e-05
3,600 Parallel Local Graph Clustering 2016 VLDB 6.9285467e-05
3,853 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 6.6987268e-05
4,578 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.0651154e-05
4,906 Graph Synopses, Sketches, and Streams: A Survey 2012 VLDB 5.8369374e-05
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Overall Rank Paper Year Venue Pagerank
2,522 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.6029608e-05
875 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015679931
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
2,745 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.1831695e-05
4,560 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 6.0788254e-05
5,666 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 5.3824583e-05
3,853 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 6.6987268e-05
1,809 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010472588
4,670 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0027844e-05