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 |
|---|---|---|---|---|
| 9,371 | DPDPU: Data Processing with DPUs | 2025 | CIDR | 5.3387844e-05 |
| 10,516 | SwiftSpatial: Spatial Joins on Modern Hardware | 2025 | SIGMOD | 5.1725247e-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 |
|---|---|---|---|---|
| 447 | Mergeable Summaries | 2012 | PODS | 0.00018364636 |
| 752 | Join Size Estimation Subject to Filter Conditions | 2015 | VLDB | 0.00014377414 |
| 914 | Spectral Bloom Filters | 2003 | SIGMOD | 0.00013297195 |
| 1,067 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012431746 |
| 1,547 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB | 0.00010451676 |
| 6,996 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 5.787386e-05 |
| 8,753 | Scotch: Generating FPGA-Accelerators for Sketching at Line Rate | 2021 | VLDB | 5.4355877e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,762 | Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration | 2020 | VLDB | 5.6080354e-05 |
| 9,881 | DASH: Asynchronous Hardware Data Processing Services | 2023 | CIDR | 5.2533454e-05 |
| 10,897 | Program your (custom) SIMD instruction set on FPGA in C++ | 2024 | CIDR | 5.1725247e-05 |
| 1,320 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011277617 |
| 5,447 | FPGA-based Multithreading for In-Memory Hash Joins | 2015 | CIDR | 6.2838155e-05 |
| 9,775 | Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture | 2020 | CIDR | 5.2752197e-05 |
| 927 | Data Processing on FPGAs | 2009 | VLDB | 0.0001321383 |
| 6,996 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 5.787386e-05 |
| 8,753 | Scotch: Generating FPGA-Accelerators for Sketching at Line Rate | 2021 | VLDB | 5.4355877e-05 |
| 4,777 | FPGA-based Data Partitioning | 2017 | SIGMOD | 6.5814136e-05 |