Benjamin Hawks

1. Applications and Techniques for Fast Machine Learning in Science
   2021/10/25 by A. M. Deiana, Allison McCarn Deiana, Nhan Tran +111 · 1 voice · 2 citations
   Decision Sciences · Computer Science · #Scientific Computing and Data Management #Neural Networks and Reservoir Computing #Anomaly Detection Techniques and Applications
2. 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 · 12 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
3. QONNX: Representing Arbitrary-Precision Quantized Neural Networks
   2022/06/15 by Alessandro Pappalardo, Pappalardo, Alessandro, Yaman Umuroglu +23 · 3 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)
4. FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning
   2022/07/16 by J. Duarte, Nhan Viet Tran, Duarte, Javier +10 · 3 citations
   Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Ferroelectric and Negative Capacitance Devices
5. Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
   2022/06/23 by Hendrik Borras, Giuseppe Di Guglielmo, Borras, Hendrik +33 · 2 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Neural Networks and Applications #Image Processing Techniques and Applications