Publications
Publications acknowledging Deeplight
Journals
- Tsakyridis, A., Giamougiannis, G., Totovic, A. and Pleros, N. (2022), Fidelity Restorable Universal Linear Optics. Adv. Photonics Res., 3: 2200001. https://doi.org/10.1002/adpr.202200001
- A. Totovic, et al. Programmable photonic neural networks combining WDM with coherent linear optics. Sci Rep 12, 5605 (2022). https://doi.org/10.1038/s41598-022-09370-y
- A. Totovic, et al. WDM Equipped Universal Linear Optics for Programmable Neuromorphic Photonic Processors. Neuromorphic Computing and Engineering (2022).
- G. Giamougiannis, A. Tsakyridis, Y. Ma, et. al., "A Coherent Photonic Crossbar for Scalable Universal Linear Optics," to appear in IEEE Journal of Lightwave Technology 2023
- M. Moralis-Pegios et al., "Neuromorphic Silicon Photonics and Hardware-Aware Deep Learning for High-Speed Inference," in Journal of Lightwave Technology, vol. 40, no. 10, pp. 3243-3254, 15 May15, 2022, doi: 10.1109/JLT.2022.3171831.
- George Dabos, Dimitris V. Bellas, Ripalta Stabile, Miltiadis Moralis-Pegios, George Giamougiannis, Apostolos Tsakyridis, Angelina Totovic, Elefterios Lidorikis, and Nikos Pleros, "Neuromorphic photonic technologies and architectures: scaling opportunities and performance frontiers [Invited]," Opt. Mater. Express 12, 2343-2367 (2022)
- G. Mourgias-Alexandris, M. Moralis-Pegios, A. Tsakyridis, N. Passalis, M. Kirtas, A. Tefas, T. Rutirawut, F. Y. Gardes, and N. Pleros, "Channel response-aware photonic neural network accelerators for high-speed inference through bandwidth-limited optics," Opt. Express 30, 10664-10671 (2022)
- A. Tsakyridis et al., "Universal Linear Optics for Ultra-Fast Neuromorphic Silicon Photonics Towards Fj/MAC and TMAC/sec/mm2 Engines," in IEEE Journal of Selected Topics in Quantum Electronics, vol. 28, no. 6: High Density Integr. Multipurpose Photon. Circ., pp. 1-15, Nov.-Dec. 2022, Art no. 8300815, doi: 10.1109/JSTQE.2022.3219288.
- C. Pappas, T. Moschos, T. Alexoudi, C. Vagionas and N. Pleros, "16-bit (4x4) Optical Random Access Memory (RAM) Bank," in Journal of Lightwave Technology, 2022, doi: 10.1109/JLT.2022.3205712.
- Mourgias-Alexandris, G., Moralis-Pegios, M., Tsakyridis, A. et al. Noise-resilient and high-speed deep learning with coherent silicon photonics. Nat Commun 13, 5572 (2022). https://doi.org/10.1038/s41467-022-33259-z
- G. Giamougiannis et al., "Universal Linear Optics Revisited: New Perspectives for Neuromorphic Computing with Silicon Photonics," in IEEE Journal of Selected Topics in Quantum Electronics, doi: 10.1109/JSTQE.2022.3228318.
- G. Giamougiannis et. al., "Neuromorphic silicon photonics with 50 GHz Tiled Matrix Multiplication for DL applications", to appear in Advanced Photonics 2023
- G. Giamougiannis et. al., "Analog nanophotonic computing going practical: Silicon Photonic Deep Learning engines for tiled optical matrix multiplication with dynamic precision", to appear in Nanophotonics 2023
- Passalis, Nikolaos, George Mourgias-Alexandris, Nikos Pleros, and Anastasios Tefas. 2020. “Initializing Photonic Feed-Forward Neural Networks Using Auxiliary Tasks.” Neural Networks 129: 103–8.
Conferences
- G. Mourgias-Alexandris et al., "A Silicon Photonic Coherent Neuron with 10GMAC/sec processing line-rate," 2021 Optical Fiber Communications Conference and Exhibition (OFC), 2021, pp. 1-3.
- N. Pleros et al., "Compute with Light: Architectures, Technologies and Training Models for Neuromorphic Photonic Circuits," 2021 European Conference on Optical Communication (ECOC), 2021, pp. 1-4, doi: 10.1109/ECOC52684.2021.9606046.
- G. Giamougiannis et al., "Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells," 2021 European Conference on Optical Communication (ECOC), 2021, pp. 1-4, doi: 10.1109/ECOC52684.2021.9605987.
- A. Tsakyridis, G. Giamougiannis, A. Totovic, M. Moralis-Pegios, and N. Pleros, "Fidelity-Restorable Universal Linear Optics and Neuromorphic Photonics," in Conference on Lasers and Electro-Optics, Technical Digest Series (Optica Publishing Group, 2022), paper STh5G.3.
- A. Tsakyridis et al., "Silicon Photonic Neuromorphic Computing with 16 GHz Input Data and Weight Update Line Rates," 2022 Conference on Lasers and Electro-Optics (CLEO), 2022, pp. 1-2.
- M. Moralis-Pegios et. al., "Coherent photonic neuromorphic computing for high-speed deep learning applications", SPIE 2022
- M. Moralis-Pegios et al., "Photonic Neuromorphic Computing: Architectures, Technologies, and Training Models," 2022 Optical Fiber Communications Conference and Exhibition (OFC), 2022, pp. 01-03.
- G. Giamougiannis et. al., "High-speed analog photonic computing with tiled matrix multiplication and dynamic precision capabilities for DNNs", 2022 European Conference on Optical Communication (ECOC), 2022
- A. Totovic et. al. "Programmable Photonic Neural Networks for advanced Machine Learning tasks", submitted at Optical Fiber Communications Conference and Exhibition (OFC), 2023
- G. Giamougiannis et. al. "On-Chip Universal Linear Optics using a 4x4 Silicon Photonic Coherent Crossbar", to be presented at Optical Fiber Communications Conference and Exhibition (OFC), 2023
- C. Pappas, T. Moschos, T. Alexoudi, C. Vagionas and N. Pleros, "Caching with light: First demonstration of an Optical Cache Memory Prototype," 2022 Optical Fiber Communications Conference and Exhibition (OFC), 2022, pp. 1-3.
- Oikonomou, A. et al. (2022). A Robust, Quantization-Aware Training Method for Photonic Neural Networks. In: Iliadis, L., Jayne, C., Tefas, A., Pimenidis, E. (eds) Engineering Applications of Neural Networks. EANN 2022. Communications in Computer and Information Science, vol 1600. Springer, Cham. https://doi.org/10.1007/978-3-031-08223-8_35
Previous publicatons from Deeplight researchers on neuromophic photonics
Journals
- A. R. Totović, G. Dabos, N. Passalis, A. Tefas and N. Pleros, "Femtojoule per MAC Neuromorphic Photonics: An Energy and Technology Roadmap," in IEEE Journal of Selected Topics in Quantum Electronics, vol. 26, no. 5, pp. 1-15, Sept.-Oct. 2020, https://ieeexplore.ieee.org/abstract/document/9006831
- G. Mourgias-Alexandris et al., "Neuromorphic Photonics With Coherent Linear Neurons Using Dual-IQ Modulation Cells," in Journal of Lightwave Technology, vol. 38, no. 4, pp. 811-819, 15 Feb.15, 2020,
https://ieeexplore.ieee.org/abstract/document/8880481