gradient descent

Eliminating the Invariance on the Loss Landscape of Linear Autoencoders ICML 2020 Elimination of All Bad Local Minima in Deep Learning AISTATS 2020 Escaping the Gravitational Pull of Softmax NeurIPS 2020 Estimate Sequences for Stochastic Composite Optimization: Variance Reduction, Acceleration, and Robustness to Noise JMLR 2020 Exploiting Higher Order Smoothness in Derivative-free Optimization and Continuous Bandits NeurIPS 2020 Exponentiated Gradient Meets Gradient Descent ALT 2020 Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion JMLR 2020 Feature Selection using Stochastic Gates ICML 2020 Finite Regret and Cycles with Fixed Step-Size via Alternating Gradient Descent-Ascent COLT 2020 From Trees to Continuous Embeddings and Back: Hyperbolic Hierarchical Clustering NeurIPS 2020 Generalization Bound of Gradient Descent for Non-Convex Metric Learning NeurIPS 2020 Generalization Error Bounds of Gradient Descent for Learning Over-Parameterized Deep ReLU Networks AAAI 2020 Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data ICML 2020 Global Convergence of Deep Networks with One Wide Layer Followed by Pyramidal Topology NeurIPS 2020 Gradient Boosts the Approximate Vanishing Ideal AAAI 2020 Gradient descent algorithms for Bures-Wasserstein barycenters COLT 2020 Gradient descent follows the regularization path for general losses COLT 2020 Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers JMLR 2020 Gradient Descent Maximizes the Margin of Homogeneous Neural Networks ICLR 2020 Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks AISTATS 2020 GradMix: Multi-source Transfer across Domains and Tasks WACV 2020 Guided Learning of Nonconvex Models through Successive Functional Gradient Optimization ICML 2020 High-dimensional Robust Mean Estimation via Gradient Descent ICML 2020 Highway Transformer: Self-Gating Enhanced Self-Attentive Networks ACL 2020 How to Trap a Gradient Flow COLT 2020