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Phan-Minh Nguyen

According to our database1, Phan-Minh Nguyen authored at least 13 papers between 2013 and 2021.

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Bibliography

2021
Analysis of feature learning in weight-tied autoencoders via the mean field lens.
[BibTeX]
[DOI]
Phan-Minh Nguyen
CoRR, 2021

Limiting fluctuation and trajectorial stability of multilayer neural networks with mean field training.
[BibTeX]
[DOI]
Huy Tuan Pham
,
Phan-Minh Nguyen
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Global Convergence of Three-layer Neural Networks in the Mean Field Regime.
[BibTeX]
[DOI]
Huy Tuan Pham
,
Phan-Minh Nguyen
Proceedings of the 9th International Conference on Learning Representations, 2021

2020
A Note on the Global Convergence of Multilayer Neural Networks in the Mean Field Regime.
[BibTeX]
[DOI]
Huy Tuan Pham
,
Phan-Minh Nguyen
CoRR, 2020

A Rigorous Framework for the Mean Field Limit of Multilayer Neural Networks.
[BibTeX]
[DOI]
Phan-Minh Nguyen
,
Huy Tuan Pham
CoRR, 2020

2019
Mean Field Limit of the Learning Dynamics of Multilayer Neural Networks.
[BibTeX]
[DOI]
Phan-Minh Nguyen
CoRR, 2019

On Random Deep Weight-Tied Autoencoders: Exact Asymptotic Analysis, Phase Transitions, and Implications to Training.
[BibTeX]
[DOI]
Ping Li
,
Phan-Minh Nguyen
Proceedings of the 7th International Conference on Learning Representations, 2019

2018
A Mean Field View of the Landscape of Two-Layers Neural Networks.
[BibTeX]
[DOI]
Song Mei
,
Andrea Montanari
,
Phan-Minh Nguyen
CoRR, 2018

2017
State Evolution for Approximate Message Passing with Non-Separable Functions.
[BibTeX]
[DOI]
Raphaël Berthier
,
Andrea Montanari
,
Phan-Minh Nguyen
CoRR, 2017

Universality of the elastic net error.
[BibTeX]
[DOI]
Andrea Montanari
,
Phan-Minh Nguyen
Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

2016
Capacity of the Energy-Harvesting Channel With a Finite Battery.
[BibTeX]
[DOI]
Dor Shaviv
,
Phan-Minh Nguyen
,
Ayfer Özgür Aydin
IEEE Trans. Inf. Theory, 2016

2015
On Capacity Formulation With Stationary Inputs and Application to a Bit-Patterned Media Recording Channel Model.
[BibTeX]
[DOI]
Phan-Minh Nguyen
,
Marc André Armand
IEEE Trans. Inf. Theory, 2015

2013
On the Watermark String in the Davey-MacKay Construction.
[BibTeX]
[DOI]
Phan-Minh Nguyen
,
Marc André Armand
,
Tong Wu
IEEE Commun. Lett., 2013


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