conftrace_

shallow neural network

18 papers

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Also known as

SNN

Co-occurring keywords

neural network (6616) gradient flow (142) learning dynamics (75) generalization bound (652) neural network training (309) feature learning (1311) stochastic gradient descent (1091) topological obstruction (2) spectral bia (32) weight matrix (30)

Papers

Shallow Neural Networks Learn Low-Degree Spherical Polynomials with Feature Learning by Learnable Channel Attention ALT 2026
Random ReLU Neural Networks as Non-Gaussian Processes JMLR 2025
Topological obstruction to the training of shallow ReLU neural networks NIPS 2024
On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions AISTATS 2024
Addressing Spectral Bias of Deep Neural Networks by Multi-Grade Deep Learning NIPS 2024
Leveraging the two-timescale regime to demonstrate convergence of neural networks NIPS 2023
How Powerful are Shallow Neural Networks with Bandlimited Random Weights? ICML 2023
Non-Vacuous Generalisation Bounds for Shallow Neural Networks ICML 2022
Learning single-index models with shallow neural networks NIPS 2022
A Classification of $G$-invariant Shallow Neural Networks NIPS 2022
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NIPS 2022
On Energy-Based Models with Overparametrized Shallow Neural Networks ICML 2021
A Dynamical Central Limit Theorem for Shallow Neural Networks NIPS 2020
An analytic theory of shallow networks dynamics for hinge loss classification NIPS 2020
BPAM: Recommendation Based on BP Neural Network with Attention Mechanism IJCAI 2019
Efficient Deep Approximation of GMMs NIPS 2019
Neural Network based Extreme Classification and Similarity Models for Product Matching NAACL 2018
Minimization of Regression and Ranking Losses with Shallow Neural Networks on Automatic Sincerity Evaluation INTERSPEECH 2016