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09/05/2023
Integrated Photonic AI Accelerators under Hardware Security Attacks: Impacts and Countermeasures
Integrated photonics based on silicon photonics platform is driving seve...
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08/07/2023
Analysis of Optical Loss and Crosstalk Noise in MZI-based Coherent Photonic Neural Networks
With the continuous increase in the size and complexity of machine learn...
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07/04/2023
GHOST: A Graph Neural Network Accelerator using Silicon Photonics
Graph neural networks (GNNs) have emerged as a powerful approach for mod...
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03/28/2023
Design Space Exploration for PCM-based Photonic Memory
The integration of silicon photonics (SiPh) and phase change materials (...
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03/22/2023
TRON: Transformer Neural Network Acceleration with Non-Coherent Silicon Photonics
Transformer neural networks are rapidly being integrated into state-of-t...
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03/22/2023
Cross-Layer Design for AI Acceleration with Non-Coherent Optical Computing
Emerging AI applications such as ChatGPT, graph convolutional networks, ...
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01/28/2023
Machine Learning Accelerators in 2.5D Chiplet Platforms with Silicon Photonics
Domain-specific machine learning (ML) accelerators such as Google's TPU ...
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08/31/2022
RecLight: A Recurrent Neural Network Accelerator with Integrated Silicon Photonics
Recurrent Neural Networks (RNNs) are used in applications that learn dep...
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08/08/2022
ReSiPI: A Reconfigurable Silicon-Photonic 2.5D Chiplet Network with PCMs for Energy-Efficient Interposer Communication
2.5D chiplet systems have been proposed to improve the low manufacturing...
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07/22/2022
Characterizing Coherent Integrated Photonic Neural Networks under Imperfections
Integrated photonic neural networks (IPNNs) are emerging as promising su...
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05/17/2022
A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization
Parameter quantization in convolutional neural networks (CNNs) can help ...
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04/19/2022
Characterization and Optimization of Integrated Silicon-Photonic Neural Networks under Fabrication-Process Variations
Silicon-photonic neural networks (SPNNs) have emerged as promising succe...
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04/08/2022
LoCI: An Analysis of the Impact of Optical Loss and Crosstalk Noise in Integrated Silicon-Photonic Neural Networks
Compared to electronic accelerators, integrated silicon-photonic neural ...
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12/16/2021
DeFT: A Deadlock-Free and Fault-Tolerant Routing Algorithm for 2.5D Chiplet Networks
By interconnecting smaller chiplets through an interposer, 2.5D integrat...
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12/14/2021
Pruning Coherent Integrated Photonic Neural Networks Using the Lottery Ticket Hypothesis
Singular-value-decomposition-based coherent integrated photonic neural n...
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12/11/2021
CHAMP: Coherent Hardware-Aware Magnitude Pruning of Integrated Photonic Neural Networks
We propose a novel hardware-aware magnitude pruning technique for cohere...
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09/09/2021
SONIC: A Sparse Neural Network Inference Accelerator with Silicon Photonics for Energy-Efficient Deep Learning
Sparse neural networks can greatly facilitate the deployment of neural n...
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07/12/2021
ROBIN: A Robust Optical Binary Neural Network Accelerator
Domain specific neural network accelerators have garnered attention beca...
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03/16/2021
ARXON: A Framework for Approximate Communication over Photonic Networks-on-Chip
The approximate computing paradigm advocates for relaxing accuracy goals...
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02/16/2021
AdEle: An Adaptive Congestion-and-Energy-Aware Elevator Selection for Partially Connected 3D NoCs
By lowering the number of vertical connections in fully connected 3D net...
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02/13/2021
CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator
Domain-specific neural network accelerators have seen growing interest i...
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01/05/2021
A Survey on Silicon Photonics for Deep Learning
Deep learning has led to unprecedented successes in solving some very di...
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12/19/2020
