Michaela Blott

1. Applications and Techniques for Fast Machine Learning in Science
   2021/10/25 by Allison McCarn Deiana, A. M. Deiana, Nhan Viet Tran +111 · 1 voice · 4 citations
   Decision Sciences · Computer Science · #Scientific Computing and Data Management #Neural Networks and Reservoir Computing #Anomaly Detection Techniques and Applications
2. LogicNets: Co-Designed Neural Networks and Circuits for\n Extreme-Throughput Applications
   2020/04/06 by Yaman Umuroglu, Yash Akhauri, Umuroglu, Yaman +5 · 13 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
3. FINN-R: An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks
   2018/09/12 by Michaela Blott, Blott, Michaela, Thomas B. Preußer +9 · 8 citations
   Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning and Data Classification #Parallel Computing and Optimization Techniques
4. Synetgy
   2018/11/21 by Yifan Yang, Qijing Huang, Bichen Wu +8 · 1 voice · 1 citation
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #cs.AR #cs.CV
5. QONNX: Representing Arbitrary-Precision Quantized Neural Networks
   2022/06/15 by Alessandro Pappalardo, Yaman Umuroglu, Pappalardo, Alessandro +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)
6. Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
   2022/06/23 by Hendrik Borras, Borras, Hendrik, Giuseppe Di Guglielmo +33 · 2 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Neural Networks and Applications #Image Processing Techniques and Applications
7. ACCL+: an FPGA-Based Collective Engine for Distributed Applications
   2023/12/18 by Zhenhao He, He, Zhenhao, Dario Korolija +13 · 2 citations
   Engineering · Computer Science · #Advanced Memory and Neural Computing #Interconnection Networks and Systems #Ferroelectric and Negative Capacitance Devices
8. Scaling Binarized Neural Networks on Reconfigurable Logic
   2017/01/12 by Nicholas J. Fraser, Fraser, Nicholas J., Yaman Umuroglu +11 · 1 citation
   Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors