Phan-Minh Nguyen

Publication Activity (10 Years)

Years Active: 2013-2021
Publications (10 Years): 17

Top Topics

Convex Minimization

Multilayer Neural Networks

Top Venues

IEEE Trans. Inf. Theory

Publications

Huy Tuan Pham, Phan-Minh Nguyen
Limiting fluctuation and trajectorial stability of multilayer neural networks with mean field training. CoRR (2021)
Huy Tuan Pham, Phan-Minh Nguyen
Global Convergence of Three-layer Neural Networks in the Mean Field Regime. ICLR (2021)
Huy Tuan Pham, Phan-Minh Nguyen
Limiting fluctuation and trajectorial stability of multilayer neural networks with mean field training. NeurIPS (2021)
Phan-Minh Nguyen
Analysis of feature learning in weight-tied autoencoders via the mean field lens. CoRR (2021)
Huy Tuan Pham, Phan-Minh Nguyen
Global Convergence of Three-layer Neural Networks in the Mean Field Regime. CoRR (2021)
Huy Tuan Pham, Phan-Minh Nguyen
A Note on the Global Convergence of Multilayer Neural Networks in the Mean Field Regime. CoRR (2020)
Phan-Minh Nguyen, Huy Tuan Pham
A Rigorous Framework for the Mean Field Limit of Multilayer Neural Networks. CoRR (2020)
Phan-Minh Nguyen
Mean Field Limit of the Learning Dynamics of Multilayer Neural Networks. CoRR (2019)
Ping Li, Phan-Minh Nguyen
On Random Deep Weight-Tied Autoencoders: Exact Asymptotic Analysis, Phase Transitions, and Implications to Training. ICLR (2019)
Song Mei, Andrea Montanari, Phan-Minh Nguyen
A Mean Field View of the Landscape of Two-Layers Neural Networks. CoRR (2018)
Andrea Montanari, Phan-Minh Nguyen
Universality of the elastic net error. ISIT (2017)
Raphaël Berthier, Andrea Montanari, Phan-Minh Nguyen
State Evolution for Approximate Message Passing with Non-Separable Functions. CoRR (2017)
Dor Shaviv, Phan-Minh Nguyen, Ayfer Özgür Aydin
Capacity of the Energy-Harvesting Channel With a Finite Battery. IEEE Trans. Inf. Theory 62 (11) (2016)
Dor Shaviv, Phan-Minh Nguyen, Ayfer Özgür
Capacity of the energy harvesting channel with a finite battery. ISIT (2015)
Dor Shaviv, Phan-Minh Nguyen, Ayfer Özgür
Capacity of the Energy Harvesting Channel with a Finite Battery. CoRR (2015)
Phan-Minh Nguyen, Marc André Armand
On Capacity Formulation with Stationary Inputs and Application to a Bit-Patterned Media Recording Channel Model. CoRR (2015)
Phan-Minh Nguyen, Marc André Armand
On Capacity Formulation With Stationary Inputs and Application to a Bit-Patterned Media Recording Channel Model. IEEE Trans. Inf. Theory 61 (11) (2015)
Phan-Minh Nguyen, Marc André Armand, Tong Wu
On the Watermark String in the Davey-MacKay Construction. IEEE Commun. Lett. 17 (9) (2013)