Space-Efficient Random Walks on Streaming Graphs
Summary: Wharf stores random walks on high-rate streaming graphs compactly using compressed purely-functional binary trees combined with pairing functions. It prunes the walk search space for low-latency, high-throughput updates, outperforming inverted-index and tree baselines. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Serafeim Papadias (Technical University of Berlin)
- 2. Zoi Kaoudi (Technical University of Berlin)
- 3. Jorge-Arnulfo Quiané-Ruiz (Technical University of Berlin)
- 4. Volker Markl (Technical University of Berlin)
BibTeX Citation
@article{papadias_vldb23,
title = {{Space-Efficient Random Walks on Streaming Graphs}},
author = {Papadias, Serafeim and Kaoudi, Zoi and Quiané-Ruiz, Jorge-Arnulfo and Markl, Volker},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {2},
pages = {356--368},
doi = {10.14778/3565816.3565835},
url = {https://doi.org/10.14778/3565816.3565835},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,504 | Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries | 2024 | VLDB | 5.4132367e-05 |
| 10,424 | ABFlow: Alert Bursting Flow Query in Streaming Temporal Flow Networks | 2026 | SIGMOD | 5.093636e-05 |
| 11,228 | FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework | 2024 | VLDB | 5.093636e-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 |
|---|---|---|---|---|
| 223 | AliGraph: A Comprehensive Graph Neural Network Platform | 2019 | VLDB | 0.00024182473 |
| 556 | Fast Incremental and Personalized PageRank | 2011 | VLDB | 0.00016564032 |
| 927 | Real-time Constrained Cycle Detection in Large Dynamic Graphs | 2018 | VLDB | 0.00013161079 |
| 1,048 | AGL: A Scalable System for Industrial-purpose Graph Machine Learning | 2020 | VLDB | 0.00012433693 |
| 1,478 | Online Processing Algorithms for Influence Maximization | 2018 | SIGMOD | 0.00010651983 |
| 2,209 | Regular Path Query Evaluation on Streaming Graphs | 2020 | SIGMOD | 8.9437338e-05 |
| 3,951 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 6.9974506e-05 |
| 6,003 | ThunderRW: An In-Memory Graph Random Walk Engine | 2021 | VLDB | 6.0130964e-05 |
| 6,423 | Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs | 2020 | SIGMOD | 5.8813146e-05 |
| 6,457 | TrillionG: A Trillion-scale Synthetic Graph Generator using a Recursive Vector Model | 2017 | SIGMOD | 5.8741671e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,951 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB |
| 2 | 6,003 | ThunderRW: An In-Memory Graph Random Walk Engine | 2021 | VLDB |
| 3 | 10,240 | Fast Estimation of Pairwise Biharmonic Distance on Graphs | 2026 | SIGMOD |
| 4 | 1,396 | Estimating PageRank on Graph Streams | 2008 | PODS |
| 5 | 7,900 | Distributed Graph Embedding with Information-Oriented Random Walks | 2023 | VLDB |
| 6 | 4,572 | On the Embeddability of Random Walk Distances | 2013 | VLDB |
| 7 | 4,216 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB |
| 8 | 11,228 | FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework | 2024 | VLDB |
| 9 | 7,201 | An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs | 2022 | VLDB |
| 10 | 6,423 | Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs | 2020 | SIGMOD |