George Giamougiannis

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 · 60 citations

Artificial Intelligence, Engineering, Machine Learning +17

Photonic neural networks and optics-informed deep learning fundamentals

Apostolos Tsakyridis, Miltiadis Moralis‐Pegios, George Giamougiannis et al. · APL Photonics · 2024 · 58 citations · Full text

Artificial Intelligence, Photonics, Engineering +15

Programmable photonic neural networks combining WDM with coherent linear optics

Angelina Totović, George Giamougiannis, Apostolos Tsakyridis et al. · Scientific Reports · 2022 · 52 citations · Full text

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 · 52 citations · Full text

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 · 50 citations

Engineering, Neural Networks (Machine Learning), Programmable Analog +18