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Aman Arora
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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
392021
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
302021
Design space exploration for softmax implementations
Z Wei, A Arora, P Patel, L John
2020 IEEE 31st International Conference on Application-specific Systems …, 2020
242020
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
232022
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
232022
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
232020
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
142023
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
132023
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
132023
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
132022
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
122023
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
122022
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
72023
Pruning weightless neural networks
Z Susskind, ATL Bacellar, A Arora, LAQ Villon, R Mendanha, ...
ESANN 2022 proceedings, 2022
72022
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
62023
GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions
C Choppali Sudarshan, A Arora, VA Chhabria
Proceedings of the 61st ACM/IEEE Design Automation Conference, 1-6, 2024
5*2024
Field-Programmable Gate Array Architecture for Deep Learning: Survey & Future Directions
A Boutros, A Arora, V Betz
arXiv preprint arXiv:2404.10076, 2024
52024
Healthcare engineering using AI and distributed technologies
A Kumar, P Sareen, A Arora
Smart Distributed Embedded Systems for Healthcare Applications, 1-14, 2023
52023
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
42021
Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs
E Taka, D Gourounas, A Gerstlauer, D Marculescu, A Arora
arXiv preprint arXiv:2404.11066, 2024
22024
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