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A survey on silicon photonics for deep learning
FP Sunny, E Taheri, M Nikdast, S Pasricha
ACM Journal of Emerging Technologies in Computing System 17 (4), 1-57, 2021
762021
CrossLight: A cross-layer optimized silicon photonic neural network accelerator
F Sunny, A Mirza, M Nikdast, S Pasricha
2021 58th ACM/IEEE Design Automation Conference (DAC), 1069-1074, 2021
662021
ROBIN: A robust optical binary neural network accelerator
FP Sunny, A Mirza, M Nikdast, S Pasricha
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-24, 2021
302021
SONIC: A sparse neural network inference accelerator with silicon photonics for energy-efficient deep learning
F Sunny, M Nikdast, S Pasricha
2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC), 214-219, 2022
242022
Silicon photonic microring resonators: A comprehensive design-space exploration and optimization under fabrication-process variations
A Mirza, F Sunny, P Walsh, K Hassan, S Pasricha, M Nikdast
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
232021
Silicon photonic microring resonators: Design optimization under fabrication non-uniformity
A Mirza, F Sunny, S Pasricha, M Nikdast
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 484-489, 2020
152020
RecLight: A recurrent neural network accelerator with integrated silicon photonics
F Sunny, M Nikdast, S Pasricha
2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 98-103, 2022
142022
LORAX: Loss-aware approximations for energy-efficient silicon photonic networks-on-chip
F Sunny, A Mirza, I Thakkar, S Pasricha, M Nikdast
Proceedings of the 2020 on Great Lakes Symposium on VLSI, 235-240, 2020
142020
ARXON: A Framework for Approximate Communication Over Photonic Networks-on-Chip
FP Sunny, A Mirza, I Thakkar, M Nikdast, S Pasricha
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 29 (6 …, 2021
132021
A silicon photonic accelerator for convolutional neural networks with heterogeneous quantization
F Sunny, M Nikdast, S Pasricha
Proceedings of the Great Lakes Symposium on VLSI 2022, 367-371, 2022
112022
TRON: transformer neural network acceleration with non-coherent silicon photonics
S Afifi, F Sunny, M Nikdast, S Pasricha
Proceedings of the Great Lakes Symposium on VLSI 2023, 15-21, 2023
92023
Machine learning accelerators in 2.5 d chiplet platforms with silicon photonics
F Sunny, E Taheri, M Nikdast, S Pasricha
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023
62023
Cross-Layer design for AI acceleration with non-coherent optical computing
F Sunny, M Nikdast, S Pasricha
Proceedings of the Great Lakes Symposium on VLSI 2023, 539-544, 2023
52023
Inexact silicon photonics: From devices to applications
A Shafiee, A Mirza, F Sunny, S Banerjee, K Chakrabarty, S Pasricha, ...
Photonics in Switching and Computing, M3C. 2, 2021
52021
Photonic networks-on-chip employing multilevel signaling: A cross-layer comparative study
VSP Karempudi, F Sunny, IG Thakkar, SVR Chittamuru, M Nikdast, ...
ACM Journal on Emerging Technologies in Computing Systems (JETC) 18 (3), 1-36, 2022
42022
GHOST: A Graph Neural Network Accelerator using Silicon Photonics
S Afifi, F Sunny, A Shafiee, M Nikdast, S Pasricha
ACM Transactions on Embedded Computing Systems 22 (5s), 1-25, 2023
22023
R-TOSS: A framework for real-time object detection using semi-structured pruning
A Balasubramaniam, F Sunny, S Pasricha
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
22023
High-performance deep learning acceleration with silicon photonics
FP Sunny, A Mirza, M Nikdast, S Pasricha
Silicon Photonics for High-Performance Computing and Beyond, 367-382, 2021
22021
Silicon Photonic 2.5 D Interposer Networks for Overcoming Communication Bottlenecks in Scale-out Machine Learning Hardware Accelerators
F Sunny, E Taheri, M Nikdast, S Pasricha
arXiv preprint arXiv:2403.04189, 2024
2024
Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics
S Afifi, F Sunny, M Nikdast, S Pasricha
arXiv preprint arXiv:2401.06885, 2024
2024
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