Optimistic Data Parallelism for FPGA-Accelerated Sketching
Summary: Optimistic FPGA sketching: partition a single sketch into shared banks (vs. full replication) to cut critical resource use and enable larger summaries. Add merger units exploiting temporal locality to resolve skew-induced bank conflicts, yielding higher throughput and accuracy on a Xilinx U250 vs. CPU/GPU baselines. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,456 | DPDPU: Data Processing with DPUs | 2025 | CIDR | 4.3385595e-05 |
| 10,507 | SwiftSpatial: Spatial Joins on Modern Hardware | 2025 | SIGMOD | 4.1945683e-05 |
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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 |
|---|---|---|---|---|
| 402 | Mergeable Summaries | 2012 | PODS | 0.00024196343 |
| 781 | Spectral Bloom Filters | 2003 | SIGMOD | 0.00016741046 |
| 1,193 | Join Size Estimation Subject to Filter Conditions | 2015 | VLDB | 0.00013414989 |
| 1,392 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012229045 |
| 2,141 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB | 9.4542625e-05 |
| 7,164 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.8131514e-05 |
| 8,717 | Scotch: Generating FPGA-Accelerators for Sketching at Line Rate | 2021 | VLDB | 4.4614498e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,048 | Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration | 2020 | VLDB | 4.5977431e-05 |
| 9,882 | DASH: Asynchronous Hardware Data Processing Services | 2023 | CIDR | 4.2643674e-05 |
| 10,893 | Program your (custom) SIMD instruction set on FPGA in C++ | 2024 | CIDR | 4.1945683e-05 |
| 1,584 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011255801 |
| 5,721 | FPGA-based Multithreading for In-Memory Hash Joins | 2015 | CIDR | 5.3525009e-05 |
| 9,785 | Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture | 2020 | CIDR | 4.284797e-05 |
| 950 | Data Processing on FPGAs | 2009 | VLDB | 0.00015108484 |
| 7,164 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.8131514e-05 |
| 8,717 | Scotch: Generating FPGA-Accelerators for Sketching at Line Rate | 2021 | VLDB | 4.4614498e-05 |
| 5,178 | FPGA-based Data Partitioning | 2017 | SIGMOD | 5.6438393e-05 |