George Giamougiannis

Photonic neural networks and optics-informed deep learning fundamentals

Apostolos Tsakyridis, Miltiadis Moralis‐Pegios, George Giamougiannis et al. · APL Photonics · 2024 · 67 citations · Full text

Engineering, Computer Engineering, Computer Science +17

Neuromorphic Silicon Photonics and Hardware-Aware Deep Learning for High-Speed Inference

Miltiadis Moralis‐Pegios, George Mourgias-Alexandris, Apostolos Tsakyridis et al. · Journal of Lightwave Technology · 2022 · 62 citations

Engineering, Computer Engineering, Computer Science +15

Programmable photonic neural networks combining WDM with coherent linear optics

Angelina Totović, George Giamougiannis, Apostolos Tsakyridis et al. · Scientific Reports · 2022 · 53 citations · Full text

Engineering, Computer Engineering, Computer Science +17

Neuromorphic silicon photonics with 50 GHz tiled matrix multiplication for deep-learning applications

George Giamougiannis, Apostolos Tsakyridis, Miltiadis Moralis‐Pegios et al. · Advanced Photonics · 2023 · 53 citations · Full text

Engineering, Computer Engineering, Computer Science +16

Programmable Tanh-, ELU-, Sigmoid-, and Sin-Based Nonlinear Activation Functions for Neuromorphic Photonics

Christos Pappas, Stefanos Kovaios, Miltiadis Moralis‐Pegios et al. · IEEE Journal of Selected Topics in Quantum Electronics · 2023 · 53 citations

Engineering, Computer Engineering, Electrical Engineering +17