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 |
|---|---|---|---|---|
| 7,163 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.808534e-05 |
| 9,213 | Optimistic Data Parallelism for FPGA-Accelerated Sketching | 2023 | VLDB | 4.3684604e-05 |
| 11,506 | In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All | 2021 | VLDB | 4.1905499e-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 |
|---|---|---|---|---|
| 398 | Mergeable Summaries | 2012 | PODS | 0.00024383201 |
| 550 | Tracking Join and Self-Join Sizes in Limited Storage | 1999 | PODS | 0.00020346247 |
| 948 | Data Processing on FPGAs | 2009 | VLDB | 0.0001510759 |
| 1,194 | Join Size Estimation Subject to Filter Conditions | 2015 | VLDB | 0.00013411666 |
| 1,394 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012218557 |
| 1,882 | Ibex - An Intelligent Storage Engine with Support for Advanced SQL Off-loading | 2014 | VLDB | 0.00010210181 |
| 2,142 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB | 9.4461701e-05 |
| 2,279 | Streams on Wires — A Query Compiler for FPGAs | 2009 | VLDB | 9.1249844e-05 |
| 2,918 | DDSketch: A Fast and Fully-Mergeable Quantile Sketch with Relative-Error Guarantees | 2019 | VLDB | 7.9043213e-05 |
| 2,954 | Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries | 2018 | VLDB | 7.8218804e-05 |
| 7,839 | Sketch-based Querying of Distributed Sliding-Window Data Streams | 2012 | VLDB | 4.6338068e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,784 | Is FPGA Useful for Hash Joins? Exploring Hash Joins on Coupled CPU-FPGA Architecture | 2020 | CIDR | 4.2806921e-05 |
| 2,279 | Streams on Wires — A Query Compiler for FPGAs | 2009 | VLDB | 9.1249844e-05 |
| 8,814 | Memory-Efficient and Flexible Detection of Heavy Hitters in High-Speed Networks | 2023 | SIGMOD | 4.4395913e-05 |
| 5,179 | FPGA-based Data Partitioning | 2017 | SIGMOD | 5.6384436e-05 |
| 8,050 | Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration | 2020 | VLDB | 4.5933331e-05 |
| 1,586 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011245213 |
| 948 | Data Processing on FPGAs | 2009 | VLDB | 0.0001510759 |
| 4,383 | Flexible Query Processor on FPGAs | 2013 | VLDB | 6.2274297e-05 |
| 7,163 | SKT: A One-Pass Multi-Sketch Data Analytics Accelerator | 2021 | VLDB | 4.808534e-05 |
| 9,213 | Optimistic Data Parallelism for FPGA-Accelerated Sketching | 2023 | VLDB | 4.3684604e-05 |