Summers, Sioni
- hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices
2021/03/09 by Farah Fahim, Fahim, Farah, Hawks, Benjamin +56 · 17 citations
Computer Science · Decision Sciences · Materials Science · #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Machine Learning in Materials Science #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management
- Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml
2022/07/01 by Khoda, Elham E, Rankin, Dylan, de Lima, Rafael Teixeira +10 · 7 citations
#FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml
2022/05/16 by Ghielmetti, Nicolò, Loncar, Vladimir, Pierini, Maurizio +8 · 5 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- hls4ml: A Flexible, Open-Source Platform for Deep Learning Acceleration on Reconfigurable Hardware
2025/12/01 by J. F. Schulte, Benjamin Ramhorst, Schulte, Jan-Frederik +102 · 2 voices · 4 citations
Computer Science · #Embedded Systems Design Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Numerical Methods and Algorithms #Parallel Computing and Optimization Techniques
- QONNX: Representing Arbitrary-Precision Quantized Neural Networks
2022/06/15 by Alessandro Pappalardo, Pappalardo, Alessandro, Yaman Umuroglu +23 · 4 citations
Computer Science · Medicine · Physics and Astronomy · #Advanced Neural Network Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Imaging Techniques and Applications #Model Reduction and Neural Networks #Programming Languages (cs.PL)
- Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm
2023/10/12 by S. Summers, Summers, Sioni, Ioannis Bestintzanos +3 · 2 citations
Physics and Astronomy · Engineering · #Particle Detector Development and Performance #Radiation Effects in Electronics #Particle physics theoretical and experimental studies
- Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs
2020/11/30 by Aneesh Heintz, Heintz, Aneesh, Vesal Razavimaleki +39 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Particle Detector Development and Performance