FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework
Summary: FlowWalker: a GPU DGRW framework that removes GPU-global auxiliary buffers with an efficient parallel sampler to cut space complexity. Sampler-centric design plus dynamic scheduling mitigates power-law imbalance, yielding up to 752x/72x/16x speedups. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Junyi Mei
- 2. Shixuan Sun
- 3. Chao Li
- 4. Cheng Xu
- 5. Cheng Chen
- 6. Yibo Liu
- 7. Jing Wang
- 8. Cheng Zhao
- 9. Xiaofeng Hou
- 10. Minyi Guo
- 11. Bingsheng He
- 12. Xiaoliang Cong
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 271 | AliGraph: A Comprehensive Graph Neural Network Platform | 2019 | VLDB | 0.00029565193 |
| 1,332 | AGL: A Scalable System for Industrial-purpose Graph Machine Learning | 2020 | VLDB | 0.00012549751 |
| 5,178 | Remember Where You Came From: On The Second-Order Random Walk Based Proximity Measures | 2017 | VLDB | 5.6384997e-05 |
| 6,063 | ThunderRW: An In-Memory Graph Random Walk Engine | 2021 | VLDB | 5.2259989e-05 |
| 6,493 | Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs | 2020 | SIGMOD | 5.0344095e-05 |
| 7,212 | Space-Efficient Random Walks on Streaming Graphs | 2023 | VLDB | 4.7943898e-05 |
| 8,999 | LightRW: FPGA Accelerated Graph Dynamic Random Walks | 2023 | SIGMOD | 4.4088313e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,578 | Accelerating Dynamic Graph Analytics on GPUs | 2018 | VLDB | 6.0651154e-05 |
| 2,102 | Leveraging History for Faster Sampling of Online Social Networks | 2015 | VLDB | 9.5379264e-05 |
| 4,888 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 5.8494448e-05 |
| 7,924 | Distributed Graph Embedding with Information-Oriented Random Walks | 2023 | VLDB | 4.6109814e-05 |
| 7,212 | Space-Efficient Random Walks on Streaming Graphs | 2023 | VLDB | 4.7943898e-05 |
| 4,760 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 5.9342555e-05 |
| 7,359 | An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs | 2022 | VLDB | 4.7477556e-05 |
| 6,063 | ThunderRW: An In-Memory Graph Random Walk Engine | 2021 | VLDB | 5.2259989e-05 |
| 8,999 | LightRW: FPGA Accelerated Graph Dynamic Random Walks | 2023 | SIGMOD | 4.4088313e-05 |
| 6,493 | Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs | 2020 | SIGMOD | 5.0344095e-05 |