Globally Optimal Training of Generalized Polynomial Neural Networks with
Nonlinear Spectral Methods

Globally Optimal Training of Generalized Polynomial Neural Networks with Nonlinear Spectral Methods

28 October 2016

Quynh N. Nguyen

Matthias Hein

ArXiv (abs)PDF HTML

Papers citing "Globally Optimal Training of Generalized Polynomial Neural Networks with Nonlinear Spectral Methods"

16 / 16 papers shown

Title
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 116 35 0 12 May 2022
On Polynomial Approximations for Privacy-Preserving and Verifiable ReLU Networks Ramy E. Ali Jinhyun So A. Avestimehr 57 36 0 11 Nov 2020
When Can Neural Networks Learn Connected Decision Regions? Trung Le Dinh Q. Phung MLT 57 1 0 25 Jan 2019
On Connected Sublevel Sets in Deep Learning Quynh N. Nguyen 132 102 0 22 Jan 2019
On the Benefit of Width for Neural Networks: Disappearance of Bad Basins Dawei Li Tian Ding Ruoyu Sun 128 38 0 28 Dec 2018
Outsourcing Private Machine Learning via Lightweight Secure Arithmetic Computation S. Garg Zahra Ghodsi Carmit Hazay Yuval Ishai Antonio Marcedone Muthuramakrishnan Venkitasubramaniam FedML 82 2 0 04 Dec 2018
Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference Edward Chou Josh Beal Daniel Levy Serena Yeung Albert Haque Li Fei-Fei 65 199 0 25 Nov 2018
A Fully Private Pipeline for Deep Learning on Electronic Health Records Edward Chou Thao Nguyen Josh Beal Albert Haque Li Fei-Fei SyDa FedML 23 6 0 25 Nov 2018
On the loss landscape of a class of deep neural networks with no bad local valleys Quynh N. Nguyen Mahesh Chandra Mukkamala Matthias Hein 97 87 0 27 Sep 2018
Adding One Neuron Can Eliminate All Bad Local Minima Shiyu Liang Ruoyu Sun Jason D. Lee R. Srikant 100 90 0 22 May 2018
Understanding the Loss Surface of Neural Networks for Binary Classification Shiyu Liang Ruoyu Sun Yixuan Li R. Srikant 95 88 0 19 Feb 2018
Optimization Landscape and Expressivity of Deep CNNs Quynh N. Nguyen Matthias Hein 101 29 0 30 Oct 2017
When is a Convolutional Filter Easy To Learn? S. Du Jason D. Lee Yuandong Tian MLT 62 130 0 18 Sep 2017
SafetyNets: Verifiable Execution of Deep Neural Networks on an Untrusted Cloud Zahra Ghodsi Tianyu Gu S. Garg 98 161 0 30 Jun 2017
Multi-output Polynomial Networks and Factorization Machines Mathieu Blondel Vlad Niculae Takuma Otsuka N. Ueda 70 13 0 22 May 2017
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 188 285 0 26 Apr 2017