Blott, Michaela

1. LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications
   2020/04/06 by Umuroglu, Yaman, Akhauri, Yash, Fraser, Nicholas J. +1 · 13 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
2. FINN-R: An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks
   2018/09/12 by Michaela Blott, Thomas B. Preußer, Blott, Michaela +9 · 7 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
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. 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
5. SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks
   2018/07/01 by Faraone, Julian, Fraser, Nicholas, Blott, Michaela +1 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
6. ACCL+: an FPGA-Based Collective Engine for Distributed Applications
   2023/12/18 by Zhenhao He, He, Zhenhao, Dario Korolija +13 · 1 citation
   Engineering · Computer Science · #Advanced Memory and Neural Computing #Interconnection Networks and Systems #Ferroelectric and Negative Capacitance Devices
7. 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