| Noise-resilient and high-speed deep learning with coherent silicon photonics G Mourgias-Alexandris, M Moralis-Pegios, A Tsakyridis, S Simos, ... Nature communications 13 (1), 5572, 2022 | 43 | 2022 |
| Neuromorphic silicon photonics and hardware-aware deep learning for high-speed inference M Moralis-Pegios, G Mourgias-Alexandris, A Tsakyridis, G Giamougiannis, ... Journal of Lightwave Technology 40 (10), 3243-3254, 2022 | 40 | 2022 |
| Deepbots: A webots-based deep reinforcement learning framework for robotics M Kirtas, K Tsampazis, N Passalis, A Tefas Artificial Intelligence Applications and Innovations: 16th IFIP WG 12.5 …, 2020 | 38 | 2020 |
| Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells G Giamougiannis, A Tsakyridis, G Mourgias-Alexandris, M Moralis-Pegios, ... 2021 European conference on optical communication (ECOC), 1-4, 2021 | 35 | 2021 |
| A silicon photonic coherent neuron with 10GMAC/sec processing line-rate G Mourgias-Alexandris, M Moralis-Pegios, S Simos, G Dabos, N Passalis, ... Optical Fiber Communication Conference, Tu5H. 1, 2021 | 27 | 2021 |
| Training noise-resilient recurrent photonic networks for financial time series analysis N Passalis, M Kirtas, G Mourgias-Alexandris, G Dabos, N Pleros, A Tefas 2020 28th european signal processing conference (EUSIPCO), 1556-1560, 2021 | 23 | 2021 |
| Analog nanophotonic computing going practical: silicon photonic deep learning engines for tiled optical matrix multiplication with dynamic precision G Giamougiannis, A Tsakyridis, M Moralis-Pegios, C Pappas, M Kirtas, ... Nanophotonics 12 (5), 963-973, 2023 | 21 | 2023 |
| WDM equipped universal linear optics for programmable neuromorphic photonic processors A Totovic, C Pappas, M Kirtas, A Tsakyridis, G Giamougiannis, N Passalis, ... Neuromorphic Computing and Engineering 2 (2), 024010, 2022 | 20 | 2022 |
| Channel response-aware photonic neural network accelerators for high-speed inference through bandwidth-limited optics G Mourgias-Alexandris, M Moralis-Pegios, A Tsakyridis, N Passalis, ... Optics Express 30 (7), 10664-10671, 2022 | 17 | 2022 |
| Quantization-aware training for low precision photonic neural networks M Kirtas, A Oikonomou, N Passalis, G Mourgias-Alexandris, ... Neural Networks 155, 561-573, 2022 | 16 | 2022 |
| Programmable tanh-, elu-, sigmoid-, and sin-based nonlinear activation functions for neuromorphic photonics C Pappas, S Kovaios, M Moralis-Pegios, A Tsakyridis, G Giamougiannis, ... IEEE Journal of Selected Topics in Quantum Electronics, 2023 | 15 | 2023 |
| Robust architecture-agnostic and noise resilient training of photonic deep learning models M Kirtas, N Passalis, G Mourgias-Alexandris, G Dabos, N Pleros, A Tefas IEEE Transactions on Emerging Topics in Computational Intelligence 7 (1 …, 2022 | 15 | 2022 |
| Universal linear optics revisited: new perspectives for neuromorphic computing with silicon photonics G Giamougiannis, A Tsakyridis, M Moralis-Pegios, AR Totovic, M Kirtas, ... IEEE Journal of Selected Topics in Quantum Electronics 29 (2: Optical …, 2022 | 14 | 2022 |
| Photonic neuromorphic computing: Architectures, technologies, and training models M Moralis-Pegios, A Totovic, A Tsakyridis, G Giamougiannis, ... 2022 optical fiber communications conference and exhibition (OFC), 01-03, 2022 | 14 | 2022 |
| Compute with light: Architectures, technologies and training models for neuromorphic photonic circuits N Pleros, M Moralis-Pegios, A Totovic, G Dabos, A Tsakyridis, ... 2021 european conference on optical communication (ECOC), 1-4, 2021 | 14 | 2021 |
| Neuromorphic silicon photonics with 50 GHz tiled matrix multiplication for deep-learning applications G Giamougiannis, A Tsakyridis, M Moralis-Pegios, G Mourgias-Alexandris, ... Advanced Photonics 5 (1), 016004-016004, 2023 | 13 | 2023 |
| Universal Linear Optics for Ultra-Fast Neuromorphic Silicon Photonics Towards Fj/MAC and TMAC/sec/mm2 Engines A Tsakyridis, G Giamougiannis, M Moralis-Pegios, G Mourgias-Alexandris, ... IEEE Journal of Selected Topics in Quantum Electronics 28 (6: High Density …, 2022 | 13 | 2022 |
| 25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training G Mourgias-Alexandris, A Tsakyridis, N Passalis, M Kirtas, A Tefas, ... 2021 European conference on optical communication (ECOC), 1-4, 2021 | 11 | 2021 |
| End-to-end deep learning with neuromorphic photonics G Dabos, G Mourgias-Alexandris, A Totovic, M Kirtas, N Passalis, A Tefas, ... Integrated Optics: Devices, Materials, and Technologies XXV 11689, 56-66, 2021 | 11 | 2021 |
| A robust, quantization-aware training method for photonic neural networks A Oikonomou, M Kirtas, N Passalis, G Mourgias-Alexandris, ... International conference on engineering applications of neural networks, 427-438, 2022 | 10 | 2022 |
Nikolaos PassalisPostdoctoral researcher, Aristotle University of Thessaloniki, GreeceVerified email at auth.gr
