| 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 | 1323 | 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 | 446 | 2018 |
| BISMO: A Scalable Bit-Serial Matrix Multiplication Overlay for Reconfigurable Computing Y Umuroglu, L Rasnayake, M Sjalander Field Programmable Logic and Applications (FPL), 2018 28th International …, 2018 | 133 | 2018 |
| 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 | 105 | 2020 |
| 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 | 78 | 2017 |
| Hybrid Breadth-First Search on a Single-Chip FPGA-CPU Heterogeneous Platform Y Umuroglu, D Morrison, M Jahre Field Programmable Logic and Applications (FPL), 2015 25th International …, 2015 | 70 | 2015 |
| Ps and Qs: Quantization-aware pruning for efficient low latency neural network inference B Hawks, J Duarte, NJ Fraser, A Pappalardo, N Tran, Y Umuroglu Frontiers in Artificial Intelligence 4, 676564, 2021 | 59 | 2021 |
| Streamlined deployment for quantized neural networks Y Umuroglu, M Jahre arXiv preprint arXiv:1709.04060, 2017 | 51 | 2017 |
| An Energy Efficient Column-Major Backend for FPGA SpMV Accelerators Y Umuroglu, M Jahre Computer Design (ICCD), 2014 32nd IEEE International Conference on, 432-439, 2014 | 37 | 2014 |
| Elastic-df: Scaling performance of dnn inference in fpga clouds through automatic partitioning T Alonso, L Petrica, M Ruiz, J Petri-Koenig, Y Umuroglu, I Stamelos, ... ACM Transactions on Reconfigurable Technology and Systems (TRETS) 15 (2), 1-34, 2021 | 33 | 2021 |
| Binary neural networks on progammable integrated circuits Y Umuroglu, M Blott US Patent 10,089,577, 2018 | 29 | 2018 |
| Optimizing bit-serial matrix multiplication for reconfigurable computing Y Umuroglu, D Conficconi, L Rasnayake, TB Preusser, M Själander ACM Transactions on Reconfigurable Technology and Systems (TRETS) 12 (3), 1-24, 2019 | 27 | 2019 |
| Evaluation of optimized cnns on heterogeneous accelerators using a novel benchmarking approach M Blott, NJ Fraser, G Gambardella, L Halder, J Kath, Z Neveu, ... IEEE Transactions on Computers 70 (10), 1654-1669, 2020 | 24 | 2020 |
| A Vector Caching Scheme for Streaming FPGA SpMV Accelerators. Y Umuroglu, M Jahre Applied Reconfigurable Computing, 15-26, 2015 | 19 | 2015 |
| Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H Borras, G Di Guglielmo, J Duarte, N Ghielmetti, B Hawks, S Hauck, ... arXiv preprint arXiv:2206.11791, 2022 | 17 | 2022 |
| Qonnx: Representing arbitrary-precision quantized neural networks A Pappalardo, Y Umuroglu, M Blott, J Mitrevski, B Hawks, N Tran, ... arXiv preprint arXiv:2206.07527, 2022 | 15 | 2022 |
| Scaling neural network performance through customized hardware architectures on reconfigurable logic M Blott, TB Preußer, N Fraser, G Gambardella, K O'Brien, Y Umuroglu, ... 2017 IEEE International Conference on Computer Design (ICCD), 419-422, 2017 | 10 | 2017 |
| RadioML meets FINN: Enabling future RF applications with FPGA streaming architectures F Jentzsch, Y Umuroglu, A Pappalardo, M Blott, M Platzner IEEE Micro 42 (6), 125-133, 2022 | 9 | 2022 |
| Towards efficient quantized neural network inference on mobile devices: work-in-progress Y Umuroglu, M Jahre Proceedings of the 2017 International Conference on Compilers, Architectures …, 2017 | 9 | 2017 |
| Random Access Schemes for Efficient FPGA SpMV Acceleration Y Umuroglu, M Jahre Microprocessors and Microsystems 47, 321-332, 2016 | 9 | 2016 |
Michaela BlottAMD ResearchVerified email at amd.com
