Finn: A framework for fast, scalable binarized neural network inference Y Umuroglu, NJ Fraser, G Gambardella, M Blott, P Leong, M Jahre, ... Proceedings of the 2017 ACM/SIGDA international symposium on field …, 2017 | 1206 | 2017 |
FINN-R An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks M Blott, TB Preußer, NJ Fraser, G Gambardella, K O’brien, Y Umuroglu, ... ACM Transactions on Reconfigurable Technology and Systems (TRETS) 11 (3), 1-23, 2018 | 399 | 2018 |
Syq: Learning symmetric quantization for efficient deep neural networks J Faraone, N Fraser, M Blott, PHW Leong Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018 | 153 | 2018 |
Synetgy: Algorithm-hardware co-design for convnet accelerators on embedded fpgas Y Yang, Q Huang, B Wu, T Zhang, L Ma, G Gambardella, M Blott, ... Proceedings of the 2019 ACM/SIGDA international symposium on field …, 2019 | 136 | 2019 |
Achieving 10Gbps Line-rate Key-value Stores with {FPGAs} M Blott, K Karras, L Liu, K Vissers, J Bär, Z István 5th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 13), 2013 | 130 | 2013 |
A low-latency library in FPGA hardware for high-frequency trading (HFT) JW Lockwood, A Gupte, N Mehta, M Blott, T English, K Vissers 2012 IEEE 20th annual symposium on high-performance interconnects, 9-16, 2012 | 118 | 2012 |
Scalable 10Gbps TCP/IP stack architecture for reconfigurable hardware D Sidler, G Alonso, M Blott, K Karras, K Vissers, R Carley 2015 IEEE 23rd Annual International Symposium on Field-Programmable Custom …, 2015 | 112 | 2015 |
OSNT: Open source network tester G Antichi, M Shahbaz, Y Geng, N Zilberman, A Covington, M Bruyere, ... IEEE Network 28 (5), 6-12, 2014 | 108 | 2014 |
LogicNets: Co-designed neural networks and circuits for extreme-throughput applications Y Umuroglu, Y Akhauri, NJ Fraser, M Blott 2020 30th International Conference on Field-Programmable Logic and …, 2020 | 97 | 2020 |
FINN-L: Library extensions and design trade-off analysis for variable precision LSTM networks on FPGAs V Rybalkin, A Pappalardo, MM Ghaffar, G Gambardella, N Wehn, M Blott 2018 28th international conference on field programmable logic and …, 2018 | 88 | 2018 |
A flexible hash table design for 10gbps key-value stores on fpgas Z István, G Alonso, M Blott, K Vissers 2013 23rd International Conference on Field programmable Logic and …, 2013 | 79 | 2013 |
Scaling binarized neural networks on reconfigurable logic NJ Fraser, Y Umuroglu, G Gambardella, M Blott, P Leong, M Jahre, ... Proceedings of the 8th Workshop and 6th Workshop on Parallel Programming and …, 2017 | 73 | 2017 |
Applications and techniques for fast machine learning in science AMC Deiana, N Tran, J Agar, M Blott, G Di Guglielmo, J Duarte, P Harris, ... Frontiers in big Data 5, 787421, 2022 | 53 | 2022 |
Inference of quantized neural networks on heterogeneous all-programmable devices TB Preußer, G Gambardella, N Fraser, M Blott 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 833-838, 2018 | 53 | 2018 |
Architectural optimizations for high performance and energy efficient Smith-Waterman implementation on FPGAs using OpenCL L Di Tucci, K O'Brien, M Blott, MD Santambrogio Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 …, 2017 | 52 | 2017 |
Circuits for and methods of controlling the operation of a hybrid memory system M Blott, L Liu, KA Vissers US Patent 9,711,194, 2017 | 46 | 2017 |
Efficient error-tolerant quantized neural network accelerators G Gambardella, J Kappauf, M Blott, C Doehring, M Kumm, P Zipf, ... 2019 IEEE International Symposium on Defect and Fault Tolerance in VLSI and …, 2019 | 43 | 2019 |
Scaling Out to a {Single-Node} 80Gbps Memcached Server with 40Terabytes of Memory M Blott, L Liu, K Karras, K Vissers 7th USENIX Workshop on Hot Topics in Storage and File Systems (HotStorage 15), 2015 | 43 | 2015 |
Benchmarking vision kernels and neural network inference accelerators on embedded platforms M Qasaimeh, K Denolf, A Khodamoradi, M Blott, J Lo, L Halder, K Vissers, ... Journal of Systems Architecture 113, 101896, 2021 | 41 | 2021 |
Dataflow architectures for 10gbps line-rate key-value-stores M Blott, K Vissers 2013 IEEE Hot Chips 25 Symposium (HCS), 1-25, 2013 | 41 | 2013 |