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 |
Tensor slices to the rescue: Supercharging ML acceleration on FPGAs A Arora, S Mehta, V Betz, LK John The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays …, 2021 | 25 | 2021 |
Hamamu: Specializing FPGAs for ML applications by adding hard matrix multiplier blocks A Arora, Z Wei, LK John 2020 IEEE 31st International Conference on Application-specific Systems …, 2020 | 21 | 2020 |
Design space exploration for softmax implementations Z Wei, A Arora, P Patel, L John 2020 IEEE 31st International Conference on Application-specific Systems …, 2020 | 19 | 2020 |
CoMeFa: Compute-in-memory blocks for FPGAs A Arora, T Anand, A Borda, R Sehgal, B Hanindhito, J Kulkarni, LK John 2022 IEEE 30th Annual International Symposium on Field-Programmable Custom …, 2022 | 15 | 2022 |
Weightless neural networks for efficient edge inference Z Susskind, A Arora, IDS Miranda, LAQ Villon, RF Katopodis, ... Proceedings of the International Conference on Parallel Architectures and …, 2022 | 14 | 2022 |
Infinity stream: Portable and programmer-friendly in-/near-memory fusion Z Wang, C Liu, A Arora, L John, T Nowatzki Proceedings of the 28th ACM International Conference on Architectural …, 2023 | 10 | 2023 |
Tensor slices: FPGA building blocks for the deep learning era A Arora, M Ghosh, S Mehta, V Betz, LK John ACM Transactions on Reconfigurable Technology and Systems (TRETS) 15 (4), 1-34, 2022 | 10 | 2022 |
Logicwisard: Memoryless synthesis of weightless neural networks IDS Miranda, A Arora, Z Susskind, LAQ Villon, RF Katopodis, DLC Dutra, ... 2022 IEEE 33rd International conference on application-specific systems …, 2022 | 7 | 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 |
HLSDataset: Open-source dataset for ML-assisted FPGA design using high level synthesis Z Wei, A Arora, R Li, L John 2023 IEEE 34th International Conference on Application-specific Systems …, 2023 | 5 | 2023 |
ULEEN: A Novel Architecture for Ultra-low-energy Edge Neural Networks Z Susskind, A Arora, IDS Miranda, ATL Bacellar, LAQ Villon, ... ACM Transactions on Architecture and Code Optimization 20 (4), 1-24, 2023 | 4 | 2023 |
MaxEVA: Maximizing the Efficiency of Matrix Multiplication on Versal AI Engine E Taka, A Arora, KC Wu, D Marculescu 2023 International Conference on Field Programmable Technology (ICFPT), 96-105, 2023 | 4 | 2023 |
CoMeFa: Deploying Compute-in-Memory on FPGAs for Deep Learning Acceleration A Arora, A Bhamburkar, A Borda, T Anand, R Sehgal, B Hanindhito, ... ACM Transactions on Reconfigurable Technology and Systems 16 (3), 1-34, 2023 | 4 | 2023 |
Pruning weightless neural networks Z Susskind, ATL Bacellar, A Arora, LAQ Villon, R Mendanha, ... ESANN 2022 proceedings, 2022 | 4 | 2022 |
Compute RAMs: Adaptable compute and storage blocks for DL-optimized FPGAs A Arora, B Hanindhito, LK John 2021 55th Asilomar Conference on Signals, Systems, and Computers, 1156-1163, 2021 | 3 | 2021 |
GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions C Choppali Sudarshan, A Arora, VA Chhabria arXiv e-prints, arXiv: 2311.12396, 2023 | 1* | 2023 |
LogGen: A Parameterized Generator for Designing Floating-Point Logarithm Units for Deep Learning P Patel, A Arora, E Swartzlander, L John 2022 23rd International Symposium on Quality Electronic Design (ISQED), 1-7, 2022 | 1 | 2022 |
Hardware-aware 3D Model Workload Selection and Characterization for Graphics and ML Applications R Li, A Arora, S Li, Q Wu, LK John 2022 23rd International Symposium on Quality Electronic Design (ISQED), 1-8, 2022 | 1 | 2022 |
The Case for Hard Matrix Multiplier Blocks in an FPGA A Arora, Z Wei, L John Proceedings of the 2020 ACM/SIGDA International Symposium on Field …, 2020 | 1 | 2020 |