Manos Kirtas

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 25

Top Topics

Backpropagation Algorithm

Top Venues

Publications

Miltiadis Moralis-Pegios, Apostolos Tsakyridis, Christos Pappas, Theodoros Moschos, George Giamougiannis, Stefanos Kovaios, Ioannis Roumpos, Manos Kirtas, Nikos Passalis, Anastasios Tefas, Nikos Pleros
Optics-informed Neural Networks: Bridging Deep Learning with Photonic Accelerators. OFC (2024)
Christos Pappas, Theodoros Moschos, Miltiadis Moralis-Pegios, George Giamougiannis, Apostolos Tsakyridis, Manos Kirtas, Nikolaos Passalis, Anastasios Tefas, Nikos Pleros
A TeraFLOP Photonic Matrix Multiplier using Time-Space-Wavelength Multiplexed AWGR-based Architectures. OFC (2024)
Manos Kirtas, Nikolaos Passalis, Anastasios Tefas
Multiplicative update rules for accelerating deep learning training and increasing robustness. Neurocomputing 576 (2024)
Konstantinos Tsampazis, Manos Kirtas, Pavlos Tosidis, Nikolaos Passalis, Anastasios Tefas
Deep Reinforcement Learning With Action Masking for Differential-Drive Robot Navigation Using Low-Cost Sensors. MLSP (2023)
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) (2023)
Manos Kirtas, Nikolaos Passalis, Anastasios Tefas
Multiplicative update rules for accelerating deep learning training and increasing robustness. CoRR (2023)
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)
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) (2023)
Onur Düzgöl, Manos Kirtas, Nikolaos Passalis, André Richter
Calibration of a Photonic Neural Network Considering Fabrication Tolerances. ICTON (2023)
Manos Kirtas, Nikolaos Passalis, Nikolaos Pleros, Anastasios Tefas
Non-negative isomorphic neural networks for photonic neuromorphic accelerators. CoRR (2023)
Apostolos Tsakyridis, Miltiadis Moralis-Pegios, George Giamougiannis, Manos Kirtas, Nikolaos Passalis, Anastasios Tefas, Nikos Pleros
Photonic Neural Networks and Optics-informed Deep Learning Fundamentals. CoRR (2023)
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)
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)
A. 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)
Manos Kirtas, Nikolaos Passalis, A. Oikonomou, George Mourgias-Alexandris, Miltiadis Moralis-Pegios, Nikos Pleros, Anastasios Tefas
Normalized Post-training Quantization for Photonic Neural Networks. SSCI (2022)
Manos Kirtas, Nikolaos Passalis, Dimitrios Kalavrouziotis, Dimitris Syrivelis, Paraskevas Bakopoulos, Nikos Pleros, Anastasios Tefas
Early Detection of DDoS Attacks using Photonic Neural Networks. IVMSP (2022)
Angelina Totovic, Christos Pappas, Manos Kirtas, Apostolos Tsakyridis, George Giamougiannis, Nikolaos Passalis, Miltiadis Moralis-Pegios, Anastasios Tefas, Nikos Pleros
WDM equipped universal linear optics for programmable neuromorphic photonic processors. Neuromorph. Comput. Eng. 2 (2) (2022)
Manos Kirtas, A. 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 (2022)
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)
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)
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)
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)
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)
Manos Kirtas, Konstantinos Tsampazis, Nikolaos Passalis, Anastasios Tefas
Deepbots: A Webots-Based Deep Reinforcement Learning Framework for Robotics. AIAI (2) (2020)
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)