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ORCIDGeorge Mourgias-Alexandris
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2020 – today
- 2023
[j6]Manos Kirtas
, Nikolaos Passalis, Athina Oikonomou, Miltiadis Moralis-Pegios, George Giamougiannis, Apostolos Tsakyridis, George Mourgias-Alexandris, Nikolaos Pleros, Anastasios Tefas:
Mixed-precision quantization-aware training for photonic neural networks. Neural Comput. Appl. 35(29): 21361-21379 (2023)- [j5]Manos Kirtas, Nikolaos Passalis, George Mourgias-Alexandris, George Dabos, Nikos Pleros, Anastasios Tefas:
Robust Architecture-Agnostic and Noise Resilient Training of Photonic Deep Learning Models. IEEE Trans. Emerg. Top. Comput. Intell. 7(1): 140-149 (2023) - [c23]Manos Kirtas, Nikolaos Passalis, Athina Oikonomou, Miltiadis Moralis-Pegios, George Giamougiannis, Apostolos Tsakyridis, George Mourgias-Alexandris, Nikolaos Pleros, Anastasios Tefas:
Quantization-Aware Training for Mixed Precision Photonic Neural Networks. MLSP 2023: 1-6 - [c22]Apostolos Tsakyridis, George Giamougiannis, Miltiadis Moralis-Pegios, George Mourgias-Alexandris, Angelina Totovic, George Dabos, Manos Kirtas, Nikolaos Passalis, Anastasios Tefas, Dimitrios Kalavrouziotis, Dimitris Syrivelis, Paraskevas Bakopoulos, Elad Mentovich, Nikos Pleros:
DDOS attack identification via a silicon photonic Deep Neural Network with 50 GHz input and weight update. OFC 2023: 1-3 - [i1]Kirill P. Kalinin, George Mourgias-Alexandris, Hitesh Ballani, Natalia G. Berloff, James H. Clegg, Daniel Cletheroe, Christos Gkantsidis, István Haller, Vassily Lyutsarev, Francesca Parmigiani, Lucinda Pickup, Antony I. T. Rowstron:
Analog Iterative Machine (AIM): using light to solve quadratic optimization problems with mixed variables. CoRR abs/2304.12594 (2023) - 2022
- [b1]George Mourgias-Alexandris:
Optical neural networks for deep learning applications. Aristotle University Of Thessaloniki, Greece, 2022 - [j4]Manos Kirtas, Athina Oikonomou, Nikolaos Passalis, George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Nikos Pleros, Anastasios Tefas:
Quantization-aware training for low precision photonic neural networks. Neural Networks 155: 561-573 (2022) - [c21]Athina Oikonomou, Manos Kirtas, Nikos Passalis, George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Nikos Pleros, Anastasios Tefas:
A Robust, Quantization-Aware Training Method for Photonic Neural Networks. EANN 2022: 427-438 - [c20]Manos Kirtas, Nikos Passalis, George Mourgias-Alexandris, George Dabos, Nikos Pleros, Anastasios Tefas:
Learning photonic neural network initialization for noise-aware end-to-end fiber transmission. EUSIPCO 2022: 1731-1735 - [c19]Miltiadis Moralis-Pegios, Angelina Totovic, Apostolos Tsakyridis, George Giamougiannis, George Mourgias-Alexandris, George Dabos, Nikolaos Passalis, Manos Kirtas, Anastasios Tefas, Nikos Pleros:
Photonic Neuromorphic Computing: Architectures, Technologies, and Training Models. OFC 2022: 1-3 - [c18]Manos Kirtas, Nikolaos Passalis, Athina Oikonomou, George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Nikos Pleros, Anastasios Tefas:
Normalized Post-training Quantization for Photonic Neural Networks. SSCI 2022: 657-663 - 2021
- [j3]Nikolaos Passalis, George Mourgias-Alexandris, Apostolos Tsakyridis, Nikos Pleros, Anastasios Tefas:
Training Deep Photonic Convolutional Neural Networks With Sinusoidal Activations. IEEE Trans. Emerg. Top. Comput. Intell. 5(3): 384-393 (2021) - [c17]George Giamougiannis, Apostolos Tsakyridis, George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Angelina Totovic, George Dabos, Nikos Passalis, Manos Kirtas, Nikos Bamiedakis, Anastasios Tefas, David Lazovsky, Nikos Pleros:
Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells. ECOC 2021: 1-4 - [c16]George Mourgias-Alexandris, Apostolos Tsakyridis, Nikolaos Passalis, Manos Kirtas, Anastasios Tefas, Teerapat Rutirawut, Frederic Y. Gardes, Nikos Pleros, Miltiadis Moralis-Pegios:
25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training. ECOC 2021: 1-4 - [c15]Nikos Pleros, Miltiadis Moralis-Pegios, Angelina Totovic, George Dabos, Apostolos Tsakyridis, George Giamougiannis, George Mourgias-Alexandris, Nikos Passalis, Manos Kirtas, Anastasios Tefas:
Compute with Light: Architectures, Technologies and Training Models for Neuromorphic Photonic Circuits. ECOC 2021: 1-4 - [c14]Theoni Alexoudi, Konstantinos Fotiadis, George Mourgias-Alexandris, Nikos Pleros, Christos Vagionas:
20 Gb/s WDM Optical RAM Row Architecture based on four Monolithic Integrated InP Memory Cells. OFC 2021: 1-3 - [c13]George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Stelios Simos, George Dabos, Nikos Passalis, Manos Kirtas, Teerapat Rutirawut, Frederic Y. Gardes, Anastasios Tefas, Nikos Pleros:
A Silicon Photonic Coherent Neuron with 10GMAC/sec processing line-rate. OFC 2021: 1-3 - 2020
- [j2]Nikolaos Passalis, George Mourgias-Alexandris, Nikos Pleros, Anastasios Tefas:
Initializing photonic feed-forward neural networks using auxiliary tasks. Neural Networks 129: 103-108 (2020) - [c12]George Mourgias-Alexandris, Nikolaos Passalis, George Dabos, Angelina Totovic, Anastasios Tefas, Nikos Pleros:
Time-series classification with an all-optical recurrent neuron. ECOC 2020: 1-4 - [c11]Nikolaos Passalis, Manos Kirtas, George Mourgias-Alexandris, George Dabos, Nikos Pleros, Anastasios Tefas:
Training Noise-Resilient Recurrent Photonic Networks for Financial Time Series Analysis. EUSIPCO 2020: 1556-1560 - [c10]Nikolaos Passalis, George Mourgias-Alexandris, Nikos Pleros, Anastasios Tefas:
Adaptive Initialization for Recurrent Photonic Networks using Sigmoidal Activations. ISCAS 2020: 1-5 - [c9]George Mourgias-Alexandris, George Dabos, Nikolaos Passalis, Anastasios Tefas, Angelina Totovic, Nikos Pleros:
All-Optical Recurrent Neural Network with Sigmoid Activation Function. OFC 2020: 1-3
2010 – 2019
- 2019
- [c8]Nikolaos Passalis, George Mourgias-Alexandris, Apostolos Tsakyridis, Nikos Pleros, Anastasios Tefas:
Variance Preserving Initialization for Training Deep Neuromorphic Photonic Networks with Sinusoidal Activations. ICASSP 2019: 1483-1487 - [c7]George Mourgias-Alexandris, Apostolos Tsakyridis, Nikolaos Passalis, Anastasios Tefas, Nikos Pleros:
Experimental Demonstration of an Optical Neuron with a Logistic Sigmoid Activation Function. OFC 2019: 1-3 - [c6]Nikos Terzenidis, Miltiadis Moralis-Pegios, Stelios Pitris, Charoula Mitsolidou, George Mourgias-Alexandris, Apostolos Tsakyridis, Christos Vagionas, Konstantinos Vyrsokinos, Theoni Alexoudi, Nikos Pleros:
Optics for Disaggregating Data Centers and Disintegrating Computing. ONDM 2019: 274-285 - 2018
- [j1]Nikos Terzenidis, Miltiadis Moralis-Pegios, George Mourgias-Alexandris, Theonitsa Alexoudi, K. Vyrsokinos, Nikos Pleros:
High-Port and Low-Latency Optical Switches for Disaggregated Data Centers: The Hipoλaos Switch Architecture [Invited]. JOCN 10(7): B102-B116 (2018) - [c5]Miltiadis Moralis-Pegios, Nikos Terzenidis, George Mourgias-Alexandris, Konstantinos Vyrsoklnos, Nikos Pleros:
Multicasting in a 256-Port Sub-#181;sec Latency Hipoλaos Switch Architecture for Disaggregated DataCenters. ECOC 2018: 1-3 - [c4]Nikos Terzenidis, Miltiadis Moralis-Pegios, George Mourgias-Alexandris, Kostantinos Vyrsokinos, Nikos Pleros:
A 1024-Port sub-µsee Latency Optical Packet Switch Using the Hipoλaos λ-Routed Modified Spanke Switch Architecture. ECOC 2018: 1-3 - [c3]Miltiadis Moralis-Pegios, Nikos Terzenidis, George Mourgias-Alexandris, Kostantinos Vyrsokinos, Nikos Pleros:
Sub-μs Latency High-Port Optical Packet Switch Fabrics for Disaggregated Computing: The Hipoλaos OPS Architecture. ICTON 2018: 1-4 - [c2]George Mourgias-Alexandris, Christos Vagionas, Apostolos Tsakyridis, Pavlos Maniotis, Nikos Pleros:
A 10Gb/s All-Optical Match-line for optical Content Addressable Memory (CAM) Rows. OFC 2018: 1-3 - [c1]George Mourgias-Alexandris, Apostolos Tsakyridis, Theonitsa Alexoudi, Konstantinos Vyrsokinos, Nikos Pleros:
Optical Thresholding Device with a Sigmoidal Transfer Function. PSC 2018: 1-3
Coauthor Index
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