Scotch: Generating FPGA-Accelerators for Sketching at Line Rate
Summary: Scotch generates FPGA accelerators for sketch maintenance from a domain-specific language. Code generator maps sketches to hardware; auto-tunes summary size; delivers up to 100x throughput and up to 5x energy efficiency vs CPU/GPU. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Martin Kiefer
- 2. Ilias Poulakis
- 3. Sebastian Breß
- 4. Volker Markl
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,164 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.8131514e-05 |
| 9,211 | Optimistic Data Parallelism for FPGA-Accelerated Sketching | 2023 | VLDB | 4.3726511e-05 |
| 11,502 | In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All | 2021 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 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 |
| 549 | Tracking Join and Self-Join Sizes in Limited Storage | 1999 | PODS | 0.00020376603 |
| 950 | Data Processing on FPGAs | 2009 | VLDB | 0.00015108484 |
| 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 |
| 1,881 | Ibex - An Intelligent Storage Engine with Support for Advanced SQL Off-loading | 2014 | VLDB | 0.00010217568 |
| 2,141 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB | 9.4542625e-05 |
| 2,272 | Streams on Wires — A Query Compiler for FPGAs | 2009 | VLDB | 9.1334837e-05 |
| 2,914 | DDSketch: A Fast and Fully-Mergeable Quantile Sketch with Relative-Error Guarantees | 2019 | VLDB | 7.9118579e-05 |
| 2,953 | Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries | 2018 | VLDB | 7.8267643e-05 |
| 7,834 | Sketch-based Querying of Distributed Sliding-Window Data Streams | 2012 | VLDB | 4.6382551e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,785 | Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture | 2020 | CIDR | 4.284797e-05 |
| 2,272 | Streams on Wires — A Query Compiler for FPGAs | 2009 | VLDB | 9.1334837e-05 |
| 8,812 | Memory-Efficient and Flexible Detection of Heavy Hitters in High-Speed Networks | 2023 | SIGMOD | 4.4438508e-05 |
| 5,178 | FPGA-based Data Partitioning | 2017 | SIGMOD | 5.6438393e-05 |
| 8,048 | Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration | 2020 | VLDB | 4.5977431e-05 |
| 1,584 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011255801 |
| 950 | Data Processing on FPGAs | 2009 | VLDB | 0.00015108484 |
| 4,385 | Flexible Query Processor on FPGAs | 2013 | VLDB | 6.2331718e-05 |
| 7,164 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.8131514e-05 |
| 9,211 | Optimistic Data Parallelism for FPGA-Accelerated Sketching | 2023 | VLDB | 4.3726511e-05 |