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Phan-Minh Nguyen
Phan-Minh Nguyen
The Voleon Group
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Title
Cited by
Cited by
Year
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
8842018
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
1612020
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
932023
Mean field limit of the learning dynamics of multilayer neural networks
PM Nguyen
arXiv preprint arXiv:1902.02880, 2019
732019
Capacity of the energy-harvesting channel with a finite battery
D Shaviv, PM Nguyen, A ÷zgŁr
IEEE Transactions on Information Theory 62 (11), 6436-6458, 2016
662016
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
412018
Universality of the elastic net error
A Montanari, PM Nguyen
2017 IEEE International Symposium on Information Theory (ISIT), 2338-2342, 2017
302017
GLOBAL CONVERGENCE OF THREE-LAYER NEURAL NETWORKS IN THE MEAN FIELD REGIME
HT Pham, PM Nguyen
International Conference on Learning Representations (ICLR) 2021, 2021
222021
Analysis of feature learning in weight-tied autoencoders via the mean field lens
PM Nguyen
arXiv preprint arXiv:2102.08373, 2021
112021
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
82021
On the watermark string in the Davey-MacKay construction
PM Nguyen, MA Armand, T Wu
IEEE communications letters 17 (9), 1830-1833, 2013
82013
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
72020
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
32015
Mean Field Limit in Neural Network Learning: Autoencoders and Multilayer Networks
PM Nguyen
Stanford University, 2020
12020
Deep convolutional neural network based anomaly detection for transactive energy systems
J Pi, PM Nguyen, S Suresh
US Patent 11,532,056, 2022
2022
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
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Articles 1–17