| Open problems and fundamental limitations of reinforcement learning from human feedback S Casper, X Davies, C Shi, TK Gilbert, J Scheurer, J Rando, R Freedman, ... arXiv preprint arXiv:2307.15217, 2023 | 144 | 2023 |
| Performance Versus Complexity Study of Neural Network Equalizers in Coherent Optical Systems PJ Freire, Y Osadchuk, B Spinnler, A Napoli, W Schairer, N Costa, ... Journal of Lightwave Technology, 39 (19), 6085 - 6096, 2021 | 138 | 2021 |
| Complex-valued neural network design for mitigation of signal distortions in optical links PJ Freire, V Neskornuik, A Napoli, B Spinnler, N Costa, G Khanna, ... Journal of Lightwave Technology 39 (6), 1696-1705, 2020 | 66 | 2020 |
| Neural Networks-based Equalizers for Coherent Optical Transmission: Caveats and Pitfalls PJ Freire, A Napoli, B Spinnler, N Costa, SK Turitsyn, JE Prilepsky IEEE Journal of Selected Topics in Quantum Electronics,, 2022 | 45 | 2022 |
| Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems PJ Freire, D Abode, JE Prilepsky, N Costa, B Spinnler, A Napoli, ... Journal of Lightwave Technology 39 (21), 6733 - 6745, 2021 | 39 | 2021 |
| Computational Complexity Optimization of Neural Network-Based Equalizers in Digital Signal Processing: A Comprehensive Approach P Freire, S Srivallapanondh, B Spinnler, A Napoli, N Costa, JE Prilepsky, ... Journal of Lightwave Technology, 2024 | 38* | 2024 |
| Experimental Implementation of a Neural Network Optical Channel Equalizer in Restricted Hardware Using Pruning and Quantization DA Ron, PJ Freire, JE Prilepsky, M Kamalian-Kopae, A Napoli, ... | 23 | 2022 |
| Benefits of assistance over reward learning R Shah, P Freire, N Alex, R Freedman, D Krasheninnikov, L Chan, ... | 22 | 2020 |
| Reducing computational complexity of neural networks in optical channel equalization: From concepts to implementation PJ Freire, A Napoli, B Spinnler, M Anderson, DA Ron, W Schairer, T Bex, ... Journal of Lightwave Technology 41 (14), 4557-4581, 2023 | 19 | 2023 |
| Deep neural network-aided soft-demapping in coherent optical systems: Regression versus classification PJ Freire, JE Prilepsky, Y Osadchuk, SK Turitsyn, V Aref IEEE Transactions on Communications 70 (12), 7973-7988, 2022 | 15* | 2022 |
| Experimental study of deep neural network equalizers performance in optical links PJ Freire, Y Osadchuk, B Spinnler, W Schairer, A Napoli, N Costa, ... 2021 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2021 | 14 | 2021 |
| Domain adaptation: The key enabler of neural network equalizers in coherent optical systems PJ Freire, B Spinnler, D Abode, JE Prilepsky, A Ali, N Costa, W Schairer, ... Optical Fiber Communication Conference, Th2A. 35, 2022 | 11 | 2022 |
| Towards FPGA Implementation of Neural Network-Based Nonlinearity Mitigation Equalizers in Coherent Optical Transmission Systems PJ Freire, M Anderson, B Spinnler, T Bex, JE Prilepsky, TA Eriksson, ... 2022 European Conference on Optical Communications (ECOC), 2022 | 10 | 2022 |
| Knowledge distillation applied to optical channel equalization: solving the parallelization problem of recurrent connection S Srivallapanondh, PJ Freire, B Spinnler, N Costa, A Napoli, SK Turitsyn, ... Optical Fiber Communication Conference, Th1F. 7, 2023 | 9 | 2023 |
| Attention-aided partial bidirectional RNN-based nonlinear equalizer in coherent optical systems Y Liu, V Sanchez, PJ Freire, JE Prilepsky, MJ Koshkouei, MD Higgins Optics Express 30 (18), 32908-32923, 2022 | 9 | 2022 |
| Artificial neural networks for photonic applications—from algorithms to implementation: tutorial P Freire, E Manuylovich, JE Prilepsky, SK Turitsyn Advances in Optics and Photonics 15 (3), 739-834, 2023 | 8 | 2023 |
| Neural networks for computing and denoising the continuous nonlinear Fourier spectrum in focusing nonlinear Schrödinger equation EV Sedov, PJ Freire, VV Seredin, VA Kolbasin, M Kamalian-Kopae, ... Scientific Reports 11 (1), 22857, 2021 | 8 | 2021 |
| Simplifying the supervised learning of Kerr nonlinearity compensation algorithms by data augmentation V Neskorniuk, PJ Freire, A Napoli, B Spinnler, W Schairer, JE Prilepsky, ... 2020 European Conference on Optical Communications (ECOC), 1-4, 2020 | 7 | 2020 |
| Power and Modulation Format Transfer Learning for Neural Network Equalizers in Coherent Optical Transmission Systems PJ Freire, D Abode, JE Prilepsky, SK Turitsyn OSA Advanced Photonics Congress 2021, paper SpM5C.6, 2021 | 5 | 2021 |
| Phase computation for the finite-genus solutions to the focusing nonlinear Schrödinger equation using convolutional neural networks S Bogdanov, D Shepelsky, A Vasylchenkova, E Sedov, PJ Freire, ... Communications in Nonlinear Science and Numerical Simulation 125, 107311, 2023 | 4 | 2023 |
Jaroslaw E. Prilepsky (Yaroslav Prylep...Aston Institute of Photonic Technologies, Aston UniversityVerified email at aston.ac.uk
