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non-convex optimization

546 papers

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IRLS

Co-occurring keywords

stochastic gradient descent (1088) stochastic optimization (1060) gradient descent (1143) convergence rate (606) convergence analysis (394) variance reduction (520) nonconvex optimization (316) saddle point (95) matrix factorization (529) online learning (1770)

Papers

On the Distribution of Minima in Intrinsic-Metric Rotation Averaging CVPR 2020
A Graduated Filter Method for Large Scale Robust Estimation CVPR 2020
One-Bit Compressed Sensing via One-Shot Hard Thresholding UAI 2020
Zeroth Order Non-convex optimization with Dueling-Choice Bandits UAI 2020
Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion JMLR 2020
Stochastic Gradient and Langevin Processes ICML 2020
The Complexity of Finding Stationary Points with Stochastic Gradient Descent ICML 2020
Explicit Gradient Learning for Black-Box Optimization ICML 2020
Second Order Optimality in Decentralized Non-Convex Optimization via Perturbed Gradient Tracking NIPS 2020
Efficient Clustering for Stretched Mixtures: Landscape and Optimality NIPS 2020
Projection Robust Wasserstein Distance and Riemannian Optimization NIPS 2020
Automatically Learning Compact Quality-aware Surrogates for Optimization Problems NIPS 2020
Robustness Analysis of Non-Convex Stochastic Gradient Descent using Biased Expectations NIPS 2020
Generalization bound of globally optimal non-convex neural network training: Transportation map estimation by infinite dimensional Langevin dynamics NIPS 2020
Second-Order Information in Non-Convex Stochastic Optimization: Power and Limitations COLT 2020
A Greedy Anytime Algorithm for Sparse PCA COLT 2020
Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis JMLR 2020
High-dimensional Robust Mean Estimation via Gradient Descent ICML 2020
Momentum Improves Normalized SGD ICML 2020
Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems? ICML 2020
Oracle Efficient Private Non-Convex Optimization ICML 2020
IPBoost – Non-Convex Boosting via Integer Programming ICML 2020
Robust One-Bit Recovery via ReLU Generative Networks: Near-Optimal Statistical Rate and Global Landscape Analysis ICML 2020
Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks ICML 2020
Non-monotone DR-submodular Maximization over General Convex Sets IJCAI 2020