research
∙
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...
share
research
∙
07/22/2022
Characterizing Coherent Integrated Photonic Neural Networks under Imperfections
Integrated photonic neural networks (IPNNs) are emerging as promising su...
research
∙
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...
research
∙
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 ...
research
∙
12/14/2021
Pruning Coherent Integrated Photonic Neural Networks Using the Lottery Ticket Hypothesis
Singular-value-decomposition-based coherent integrated photonic neural n...
research
∙
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...
research
∙
12/19/2020