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Sioni Summers

Identifiers

  • name variant Sioni Summers 0.60 · backfill

Papers (18)

  1. Ultrafast jet classification on FPGAs for the HL-LHC hep-ex · 2024 · author #13
  2. Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm hep-ex · 2023 · author #1
  3. Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml cs.LG · 2022 · author #11
  4. QONNX: Representing Arbitrary-Precision Quantized Neural Networks cs.LG · 2022 · author #8
  5. Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml cs.CV · 2022 · author #5
  6. Lightweight Jet Reconstruction and Identification as an Object Detection Task hep-ex · 2022 · author #11
  7. Applications and Techniques for Fast Machine Learning in Science cs.LG · 2021 · author #84
  8. Autoencoders on FPGAs for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider physics.ins-det · 2021 · author #10
  9. Accelerating Recurrent Neural Networks for Gravitational Wave Experiments cs.LG · 2021 · author #10
  10. Jet Single Shot Detection hep-ex · 2021 · author #11
  11. A reconfigurable neural network ASIC for detector front-end data compression at the HL-LHC physics.ins-det · 2021 · author #17
  12. hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices cs.LG · 2021 · author #22
  13. Fast convolutional neural networks on FPGAs with hls4ml cs.LG · 2021 · author #5
  14. Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs physics.ins-det · 2020 · author #17
  15. Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics physics.ins-det · 2020 · author #9
  16. Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors physics.ins-det · 2020 · author #10
  17. Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML cs.LG · 2020 · author #14
  18. Fast inference of Boosted Decision Trees in FPGAs for particle physics physics.comp-ph · 2020 · author #1

Mentions

  • 2402.01876 #13 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2310.08062 #1 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2110.13041 #84 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2207.00559 #11 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2206.07527 #8 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2108.03986 #10 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2205.07690 #5 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2202.04499 #11 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2106.14089 #10 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2105.05785 #11 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2105.01683 #17 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2101.05108 #5 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2006.10159 #10 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2103.05579 #22 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2008.03601 #9 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2003.06308 #14 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2012.01563 #17 · arxiv_oai · confidence 0.70 Sioni Summers
  • 2002.02534 #1 · arxiv_oai · confidence 0.70 Sioni Summers

Frequent Coauthors