FPGA Architecture: Principles and Progression A Boutros, V Betz IEEE Circuits and Systems Magazine (CAS-M) 21 (2), 4-29, 2021 | 124 | 2021 |
You Cannot Improve What You Do Not Measure: FPGA vs. ASIC Efficiency Gaps for Convolutional Neural Network Inference A Boutros, S Yazdanshenas, V Betz ACM Transactions on Reconfigurable Technology and Systems (TRETS) 11 (3), 20, 2018 | 79 | 2018 |
Beyond Peak Performance: Comparing the Real Performance of AI-Optimized FPGAs and GPUs A Boutros, E Nurvitadhi, R Ma, S Gribok, Z Zhao, JC Hoe, V Betz, ... International Conference on Field-Programmable Technology (ICFPT), 2020 | 76 | 2020 |
Why Compete When You Can Work Together: FPGA-ASIC Integration for Persistent RNNs E Nurvitadhi, D Kwon, A Jafari, A Boutros, J Sim, P Tomson, H Sumbul, ... 2019 IEEE 27th Annual International Symposium on Field-Programmable Custom …, 2019 | 68 | 2019 |
HW/SW Co-Design of The HOG Algorithm on a Xilinx Zynq SoC J Rettkowski, A Boutros, D Göhringer Journal of Parallel and Distributed Computing 109, 50-62, 2017 | 67 | 2017 |
Embracing Diversity: Enhanced DSP Blocks for Low-Precision Deep Learning on FPGAs A Boutros, S Yazdanshenas, V Betz International Conference on Field Programmable Logic and Applications (FPL …, 2018 | 65 | 2018 |
Neighbors From Hell: Voltage Attacks Against Deep Learning Accelerators on Multi-Tenant FPGAs A Boutros, M Hall, N Papernot, V Betz 2020 International Conference on Field-Programmable Technology (ICFPT), 2020 | 40 | 2020 |
Build Fast, Trade Fast: FPGA-Based High-Frequency Trading Using High-Level Synthesis A Boutros, B Grady, M Abbas, P Chow 2017 International Conference on ReConFigurable Computing and FPGAs …, 2017 | 36 | 2017 |
Koios: A Deep Learning Benchmark Suite for FPGA Architecture and CAD Research A Arora, A Boutros, D Rauch, A Rajen, A Borda, SA Damghani, S Mehta, ... 2021 31st International Conference on Field-Programmable Logic and …, 2021 | 34 | 2021 |
FPGA Logic Block Architectures for Efficient Deep Learning Inference M Eldafrawy, A Boutros, S Yazdanshenas, V Betz ACM Transactions on Reconfigurable Technology and Systems (TRETS) 13 (3), 1-34, 2020 | 31 | 2020 |
Math Doesn't Have to Be Hard: Logic Block Architectures to Enhance Low-Precision Multiply-Accumulate on FPGAs A Boutros, M Eldafrawy, S Yazdanshenas, V Betz Proceedings of the 2019 ACM/SIGDA International Symposium on Field …, 2019 | 29 | 2019 |
Real-Time Pedestrian Detection on a Xilinx Zynq Using The HOG Algorithm J Rettkowski, A Boutros, D Göhringer 2015 International Conference on ReConFigurable Computing and FPGAs …, 2015 | 22 | 2015 |
Hardware Acceleration of Novel Chaos-Based Image Encryption for IoT Applications A Boutros, S Hesham, B Georgey, MAA El Ghany 2017 29th International Conference on Microelectronics (ICM), 1-4, 2017 | 21 | 2017 |
Compute-capable block RAMs for efficient deep learning acceleration on FPGAs X Wang, V Goyal, J Yu, V Bertacco, A Boutros, E Nurvitadhi, C Augustine, ... 2021 IEEE 29th Annual International Symposium on Field-Programmable Custom …, 2021 | 20 | 2021 |
Recurrent neural networks with column-wise matrix–vector multiplication on FPGAs Z Que, H Nakahara, E Nurvitadhi, A Boutros, H Fan, C Zeng, J Meng, ... IEEE Transactions on Very Large Scale Integration (VLSI) Systems 30 (2), 227-237, 2021 | 16 | 2021 |
Scalable Low-Latency Persistent Neural Machine Translation on CPU Server with Multiple FPGAs E Nurvitadhi, A Boutros, P Budhkar, A Jafari, D Kwon, D Sheffield, ... 2019 International Conference on Field-Programmable Technology (ICFPT), 307-310, 2019 | 12 | 2019 |
FPGA-based AI smart NICs for scalable distributed AI training systems R Ma, E Georganas, A Heinecke, S Gribok, A Boutros, E Nurvitadhi IEEE Computer Architecture Letters 21 (2), 49-52, 2022 | 11 | 2022 |
End-to-end FPGA-based object detection using pipelined CNN and non-maximum suppression A Anupreetham, M Ibrahim, M Hall, A Boutros, A Kuzhively, A Mohanty, ... 2021 31st International Conference on Field-Programmable Logic and …, 2021 | 9 | 2021 |
Architecture and application co-design for beyond-FPGA reconfigurable acceleration devices A Boutros, E Nurvitadhi, V Betz IEEE Access 10, 95067-95082, 2022 | 8 | 2022 |
Koios 2.0: Open-source deep learning benchmarks for FPGA architecture and cad research A Arora, A Boutros, SA Damghani, K Mathur, V Mohanty, T Anand, ... IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2023 | 6 | 2023 |