M. Kirtas

发表

WDM equipped universal linear optics for programmable neuromorphic photonic processors

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, Neuromorph. Comput. Eng..

Quantization-aware training for low precision photonic neural networks

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, Neural Networks.

Learning photonic neural network initialization for noise-aware end-to-end fiber transmission

N. Pleros, A. Tefas, G. Mourgias-Alexandris, 2022, 2022 30th European Signal Processing Conference (EUSIPCO).

Universal Linear Optics for Ultra-Fast Neuromorphic Silicon Photonics Towards Fj/MAC and TMAC/sec/mm2 Engines

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, IEEE Journal of Selected Topics in Quantum Electronics.

Universal Linear Optics Revisited: New Perspectives for Neuromorphic Computing With Silicon Photonics

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2023, IEEE Journal of Selected Topics in Quantum Electronics.

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

P. Bakopoulos, N. Pleros, A. Tefas, 2023, Advanced Photonics.

Normalized Post-training Quantization for Photonic Neural Networks

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, 2022 IEEE Symposium Series on Computational Intelligence (SSCI).

Noise-resilient and high-speed deep learning with coherent silicon photonics

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, Nature Communications.

High-speed analog photonic computing with tiled matrix multiplication and dynamic precision capabilities for DNNs

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, 2022 European Conference on Optical Communication (ECOC).

Silicon Photonic Neuromorphic Computing with 16 GHz Input Data and Weight Update Line Rates

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, 2022 Conference on Lasers and Electro-Optics (CLEO).

Photonic Neuromorphic Computing: Architectures, Technologies, and Training Models

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, 2022 Optical Fiber Communications Conference and Exhibition (OFC).

Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells

Anastasios Tefas, Nikos Pleros, George Mourgias-Alexandris, 2021, 2021 European Conference on Optical Communication (ECOC).

Compute with Light: Architectures, Technologies and Training Models for Neuromorphic Photonic Circuits

Anastasios Tefas, Nikos Pleros, George Mourgias-Alexandris, 2021, 2021 European Conference on Optical Communication (ECOC).

25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training

N. Pleros, A. Tefas, F. Gardes, 2021, 2021 European Conference on Optical Communication (ECOC).

A Silicon Photonic Coherent Neuron with 10GMAC/sec processing line-rate

Anastasios Tefas, Nikos Pleros, George Mourgias-Alexandris, 2021, 2021 Optical Fiber Communications Conference and Exhibition (OFC).

End-to-end deep learning with neuromorphic photonics

N. Pleros, G. Dabos, A. Tefas, 2021, OPTO.

Analog nanophotonic computing going practical: silicon photonic deep learning engines for tiled optical matrix multiplication with dynamic precision

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2023, Nanophotonics.

Deepbots: A Webots-Based Deep Reinforcement Learning Framework for Robotics

A. Tefas, N. Passalis, M. Kirtas, 2020, AIAI.

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

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2023, IEEE Journal of Selected Topics in Quantum Electronics.

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

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, Journal of Lightwave Technology.

Robust Architecture-Agnostic and Noise Resilient Training of Photonic Deep Learning Models

N. Pleros, A. Tefas, N. Passalis, 2023, IEEE Transactions on Emerging Topics in Computational Intelligence.

Early Detection of DDoS Attacks using Photonic Neural Networks

P. Bakopoulos, N. Pleros, A. Tefas, 2022, 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP).

Improving Noise Resilience in End-to-End Deep Learning Optical Fiber Transmission Links

Lorenzo De Marinis, N. Pleros, A. Tefas, 2022, 2022 Asia Communications and Photonics Conference (ACP).

Photonic neural networks and optics-informed deep learning fundamentals

M. Moralis‐Pegios, N. Passalis, A. Tsakyridis, 2024, APL Photonics.

Photonic Neuromorphic Computing: Architectures, Technologies, and Training Models

N. Pleros, A. Tefas, M. Moralis‐Pegios, 2022, 2022 Optical Fiber Communications Conference and Exhibition (OFC).

Channel response-aware photonic neural network accelerators for high-speed inference through bandwidth-limited optics.

N. Pleros, A. Tefas, F. Gardes, 2022, Optics express.