LightRW: FPGA Accelerated Graph Dynamic Random Walks
Summary: LightRW, an FPGA accelerator for Graph Dynamic Random Walks (GDRWs), enables fine-grained pipelines and memory-access optimizations to beat CPUs. Key ideas: parallel reservoir sampling, degree-aware on-chip caching, and a dynamic burst fetcher; up to 9.55x/9.10x speedups vs MetaPath/Node2vec; open-sourced. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hongshi Tan
- 2. Xinyu Chen
- 3. Yao Chen
- 4. Bingsheng He
- 5. Weng-Fai Wong
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,456 | DPDPU: Data Processing with DPUs | 2025 | CIDR | 4.3385595e-05 |
| 11,017 | FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework | 2024 | VLDB | 4.1945683e-05 |
| 11,026 | Improving Graph Compression for Efficient Resource-Constrained Graph Analytics | 2024 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,190 | word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data | 2020 | PODS | 0.00013438056 |
| 4,718 | Weighted Reservoir Sampling from Distributed Streams | 2019 | PODS | 5.9749691e-05 |
| 6,058 | ThunderRW: An In-Memory Graph Random Walk Engine | 2021 | VLDB | 5.2310254e-05 |
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