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Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs

Summary: SimPush enables index-free, single-source SimRank on massive, frequently changing graphs without preprocessing. It identifies query-relevant nodes and performs targeted residue propagation, delivering rigorous error guarantees and sub-62 ms queries on a 133M-node web graph. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
12475
Venue
VLDB
Year
2020
Pagerank
6.074674e-05
Overall Rank
5,826 | 60.03%
DOI
10.14778/3384345.3384347

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{shi_vldb20,
        title = {{Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs}},
        author = {Shi, Jieming and Jin, Tianyuan and Yang, Renchi and Xiao, Xiaokui and Yang, Yin},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {7},
        pages = {966--978},
        doi = {10.14778/3384345.3384347},
        url = {https://doi.org/10.14778/3384345.3384347},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
7,861 Efficient Resistance Distance Computation: the Power of Landmark-based Approaches 2023 SIGMOD 5.5302333e-05
9,314 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.289545e-05
9,471 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB 5.2634238e-05
11,383 ClipSim: A GPU-friendly Parallel Framework for Single-Source SimRank with Accuracy Guarantee 2023 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
653 Accuracy Estimate and Optimization Techniques for SimRank Computation 2008 VLDB 0.00015302705
758 Simrank++: Query Rewriting through Link Analysis of the Click Graph 2008 VLDB 0.00014277369
1,365 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00011017467
1,588 More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks 2014 VLDB 0.0001026895
1,812 Efficient SimRank-based Similarity Join Over Large Graphs 2013 VLDB 9.6948178e-05
2,291 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 8.7973939e-05
3,951 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 6.9974506e-05
4,061 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 6.9319591e-05
4,216 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB 6.8273894e-05
4,825 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD 6.4910166e-05
5,520 Walking in the Cloud: Parallel SimRank at Scale 2016 VLDB 6.1884239e-05
8,212 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 5.4658632e-05
8,213 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB 5.4658632e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 6,634 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB
2 4,061 Efficient Top-K SimRank-based Similarity Join 2015 VLDB
3 4,216 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB
4 4,825 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD
5 3,951 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB
6 1,365 Scalable Similarity Search for SimRank 2014 SIGMOD
7 9,471 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB
8 6,446 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD
9 8,213 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB
10 8,212 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD