conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Neural Network Optimization

3,649 papers

Papers per year

2
5
40
414
386
'05
'10
'15
'20
'25

Papers

Fairness-Aware Learning for Continuous Attributes and Treatments ICML 2019
Simple Stochastic Gradient Methods for Non-Smooth Non-Convex Regularized Optimization ICML 2019
Understanding and correcting pathologies in the training of learned optimizers ICML 2019
On Dropout and Nuclear Norm Regularization ICML 2019
A Dynamical Systems Perspective on Nesterov Acceleration ICML 2019
Lexicographic and Depth-Sensitive Margins in Homogeneous and Non-Homogeneous Deep Models ICML 2019
Training Neural Networks with Local Error Signals ICML 2019
Overparameterized Nonlinear Learning: Gradient Descent Takes the Shortest Path? ICML 2019
The Effect of Network Width on Stochastic Gradient Descent and Generalization: an Empirical Study ICML 2019
SAGA with Arbitrary Sampling ICML 2019
SGD: General Analysis and Improved Rates ICML 2019
Neuron birth-death dynamics accelerates gradient descent and converges asymptotically ICML 2019
Breaking Inter-Layer Co-Adaptation by Classifier Anonymization ICML 2019
A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks ICML 2019
Escaping Saddle Points with Adaptive Gradient Methods ICML 2019
Jumpout : Improved Dropout for Deep Neural Networks with ReLUs ICML 2019
AdaGrad Stepsizes: Sharp Convergence Over Nonconvex Landscapes ICML 2019
Differentiable Linearized ADMM ICML 2019
NAS-Bench-101: Towards Reproducible Neural Architecture Search ICML 2019
Toward Understanding the Importance of Noise in Training Neural Networks ICML 2019
BayesNAS: A Bayesian Approach for Neural Architecture Search ICML 2019
Surrogate Losses for Online Learning of Stepsizes in Stochastic Non-Convex Optimization ICML 2019
Ad Hoc Teamwork With Behavior Switching Agents IJCAI 2019
A Deep Bi-directional Attention Network for Human Motion Recovery IJCAI 2019
DBDNet: Learning Bi-directional Dynamics for Early Action Prediction IJCAI 2019