[HTML][HTML] Photonic neural networks and optics-informed deep learning fundamentals

A Tsakyridis, M Moralis-Pegios, G Giamougiannis… - APL Photonics, 2024 - pubs.aip.org
The recent explosive compute growth, mainly fueled by the boost of artificial intelligence (AI)
and deep neural networks (DNNs), is currently instigating the demand for a novel computing …

Orthogonal Thermal Noise and Transmission Signals: A New Coherent Perfect Absorption's Feature

D Oña, A Ortega-Gomez, O Hernández, I Liberal - Physical Review Letters, 2024 - APS
Coherent perfect absorption (CPA) is an interference process associated with the zeros of
the scattering matrix of interest for optical computing, data processing, and sensing …

Scaling photonic neural networks: A silicon photonic GeMM leveraging a Time-Space multiplexed Xbar

S Kovaios, I Roumpos, M Moralis-Pegios… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
We demonstrate a silicon photonic Xbar-based general matrix multiplier (Xbar GeMM) for
optical neural network (NN) applications, utilizing a hybrid time-space multiplexing scheme …

Optical Spiking Neurons Enable High-Speed and Energy-Efficient Optical Neural Networks

B Xu, Z Huang, Y Fang, X Wang, B Cheng, S Yu… - arXiv preprint arXiv …, 2024 - arxiv.org
Optical neural networks (ONNs) perform extensive computations using photons instead of
electrons, resulting in passively energy-efficient and low-latency computing. Among various …

A TeraFLOP Photonic Matrix Multiplier using Time-Space-Wavelength Multiplexed AWGR-based Architectures

C Pappas, T Moschos, M Moralis-Pegios… - 2024 Optical Fiber …, 2024 - ieeexplore.ieee.org
A TeraFLOP Photonic Matrix Multiplier using Time-Space-Wavelength Multiplexed AWGR-based
Architectures Page 1 A TeraFLOP Photonic Matrix Multiplier using Time-SpaceWavelength …

Waveguide-multiplexed photonic matrix-vector multiplication processor using multiport photodetectors

R Tang, M Okano, C Zhang, K Toprasertpong… - arXiv preprint arXiv …, 2024 - arxiv.org
The slowing down of Moore's law has driven the development of application-specific
processors for deep learning. Analog photonic processors offer a promising solution for …

Ultrahigh-speed thin-film lithium niobate optical coherent receiver

X Xie, C Wei, X He, Y Chen, C Wang, J Sun… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid advancement of the thin-film lithium niobate platform has established it as a
premier choice for high-performance photonics integration. High-speed optical coherent …

Optics-informed Neural Networks: Bridging Deep Learning with Photonic Accelerators

M Moralis-Pegios, A Tsakyridis, C Pappas… - Optical Fiber …, 2024 - opg.optica.org
Optics-informed Neural Networks: Bridging Deep Learning with Photonic Accelerators Page 1
Optics-informed Neural Networks: Bridging Deep Learning with Photonic Accelerators M …

20 GHz Silicon Integrated Optical Ternary Content Addressable Memory (CAM) Cell

G Giamougiannis, C Pappas, T Moschos… - Optical Fiber …, 2024 - opg.optica.org
20 GHz Silicon Integrated Optical Ternary Content Addressable Memory (CAM) Cell Page 1 20
GHz Silicon Integrated Optical Ternary Content Addressable Memory (CAM) Cell George …

Optics-informed neural networks towards accelerating linear operations

A Tsakyridis, M Moralis-Pegios… - Optical …, 2024 - spiedigitallibrary.org
The recent explosive compute growth, mainly fueled by the boost of artificial intelligence (AI)
and deep neural networks (DNNs), is currently instigating the demand for a novel computing …