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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
952021
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
922021
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
422021
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
382021
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
312022
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
222021
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
212020
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
202023
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
202022
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
172022
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
152020
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
122023
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
122023
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
112023
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
82023
COMET: A Cross-Layer Optimized Optical Phase-Change Main Memory Architecture
F Sunny, A Shafiee, B Charbonnier, M Nikdast, S Pasricha
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2024
52024
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
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
2024 IEEE 42nd VLSI Test Symposium (VTS), 1-4, 2024
32024
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
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