Predicting ultrafast nonlinear dynamics in fibre optics with a recurrent neural network L Salmela, N Tsipinakis, A Foi, C Billet, JM Dudley, G Genty Nature machine intelligence 3 (4), 344-354, 2021 | 167 | 2021 |
A multilevel method for self-concordant minimization N Tsipinakis, P Parpas Journal of Optimization Theory and Applications 203 (3), 2509-2559, 2024 | 3 | 2024 |
Sparse temporal difference learning via alternating direction method of multipliers N Tsipinakis, JDB Nelson 2015 IEEE 14th International Conference on Machine Learning and Applications …, 2015 | 3 | 2015 |
A Multilevel Low-Rank Newton Method with Super-linear Convergence Rate and its Application to Non-convex Problems N Tsipinakis, P Tigkas, P Parpas arXiv preprint arXiv:2305.08742, 2023 | 2 | 2023 |
Multilevel Regularized Newton Methods with Fast Convergence Rates N Tsipinakis, P Parpas arXiv preprint arXiv:2407.10597, 2024 | | 2024 |
Simba: A Scalable Bilevel Preconditioned Gradient Method for Fast Evasion of Flat Areas and Saddle Points N Tsipinakis, P Parpas arXiv preprint arXiv:2309.05309, 2023 | | 2023 |
Optimization Methods for Structured Machine Learning Problems N Tsipinakis UCL (University College London), 2019 | | 2019 |