SimTab: Accuracy-Guaranteed SimRank Queries through Tighter Confidence Bounds and Multi-Armed Bandits
Summary: SimTab provides accuracy-guaranteed top-k and thresholding SimRank queries via tighter confidence bounds from random-walk sampling. Framing as Multi-Armed Bandits with a novel node-sim sampling strategy, it is index-free, scalable to dynamic graphs, and empirically superior. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Yu Liu
- 2. Lei Zou
- 3. Qian Ge
- 4. Zhewei Wei
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,321 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.3556432e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 756 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00017088023 |
| 1,539 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011460415 |
| 1,903 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.00010155777 |
| 2,885 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB | 7.9613842e-05 |
| 4,791 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 5.9188595e-05 |
| 4,922 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 5.8233726e-05 |
| 5,350 | SLING: A Near-Optimal Index Structure for SimRank | 2016 | SIGMOD | 5.553662e-05 |
| 7,230 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 4.7948717e-05 |
| 8,236 | PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs | 2019 | SIGMOD | 4.553296e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,117 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.5155578e-05 |
| 1,539 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011460415 |
| 4,976 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB | 5.7882361e-05 |
| 8,019 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD | 4.6041407e-05 |
| 4,791 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 5.9188595e-05 |
| 4,922 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 5.8233726e-05 |
| 6,789 | An Experimental Evaluation of SimRank-based Similarity Search Algorithms | 2017 | VLDB | 4.9251746e-05 |
| 7,590 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 4.7029681e-05 |
| 7,230 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 4.7948717e-05 |
| 9,321 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.3556432e-05 |