| A mean field view of the landscape of two-layers neural networks M Song, A Montanari, PM Nguyen Proceedings of the National Academy of Sciences 115, E7665-E7671, 2018 | 1056 | 2018 |
| State evolution for approximate message passing with non-separable functions R Berthier, A Montanari, PM Nguyen Information and Inference: A Journal of the IMA 9 (1), 33-79, 2020 | 193 | 2020 |
| A rigorous framework for the mean field limit of multilayer neural networks PM Nguyen, HT Pham Mathematical Statistics and Learning 6 (3), 201-357, 2023 | 110 | 2023 |
| Mean field limit of the learning dynamics of multilayer neural networks PM Nguyen arXiv preprint arXiv:1902.02880, 2019 | 76 | 2019 |
| Capacity of the energy-harvesting channel with a finite battery D Shaviv, PM Nguyen, A Özgür IEEE Transactions on Information Theory 62 (11), 6436-6458, 2016 | 68 | 2016 |
| On Random Deep Weight-Tied Autoencoders: Exact Asymptotic Analysis, Phase Transitions, and Implications to Training P Li, PM Nguyen International Conference on Learning Representations (ICLR) 2019, 2018 | 44 | 2018 |
| Universality of the elastic net error A Montanari, PM Nguyen 2017 IEEE International Symposium on Information Theory (ISIT), 2338-2342, 2017 | 39 | 2017 |
| GLOBAL CONVERGENCE OF THREE-LAYER NEURAL NETWORKS IN THE MEAN FIELD REGIME HT Pham, PM Nguyen International Conference on Learning Representations (ICLR) 2021, 2021 | 27 | 2021 |
| Analysis of feature learning in weight-tied autoencoders via the mean field lens PM Nguyen arXiv preprint arXiv:2102.08373, 2021 | 18 | 2021 |
| Deep convolutional neural network based anomaly detection for transactive energy systems J Pi, PM Nguyen, S Suresh US Patent 11,532,056, 2022 | 11 | 2022 |
| Limiting fluctuation and trajectorial stability of multilayer neural networks with mean field training H Pham, PM Nguyen Advances in Neural Information Processing Systems 34, 2021 | 9 | 2021 |
| On the watermark string in the Davey-MacKay construction PM Nguyen, MA Armand, T Wu IEEE communications letters 17 (9), 1830-1833, 2013 | 8 | 2013 |
| A note on the global convergence of multilayer neural networks in the mean field regime HT Pham, PM Nguyen arXiv preprint arXiv:2006.09355, 2020 | 7 | 2020 |
| On capacity formulation with stationary inputs and application to a bit-patterned media recording channel model PM Nguyen, MA Armand IEEE Transactions on Information Theory 61 (11), 5906-5930, 2015 | 3 | 2015 |
| Mean Field Limit in Neural Network Learning: Autoencoders and Multilayer Networks PM Nguyen Stanford University, 2020 | 1 | 2020 |
| Universality of the LASSO Cost PM Nguyen | | 2017 |
| Improved Codes for Synchronization Error Correction on the BPMR Channel PM Nguyen, MA Armand, T Wu The Magnetic Recording Conference (TMRC) 2014, 2014 | | 2014 |
Andrea MontanariJohn D. and Sigrid Banks Professor, Statistics and Mathematics, Stanford UniversityBestätigte E-Mail-Adresse bei stanford.edu
