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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

A Sample Complexity Separation between Non-Convex and Convex Meta-Learning ICML 2020
Improving the Sample and Communication Complexity for Decentralized Non-Convex Optimization: Joint Gradient Estimation and Tracking ICML 2020
Stochastic Optimization for Non-convex Inf-Projection Problems ICML 2020
Online Non-Convex Learning: Following the Perturbed Leader is Optimal ALT 2020
Differentially Private Empirical Risk Minimization with Smooth Non-Convex Loss Functions: A Non-Stationary View AAAI 2019
Dynamic Local Regret for Non-convex Online Forecasting NIPS 2019
Towards Understanding the Importance of Shortcut Connections in Residual Networks NIPS 2019
On the Ineffectiveness of Variance Reduced Optimization for Deep Learning NIPS 2019
Theoretical Limits of Pipeline Parallel Optimization and Application to Distributed Deep Learning NIPS 2019
Non-Convex Projected Gradient Descent for Generalized Low-Rank Tensor Regression JMLR 2019
Learning to Match via Inverse Optimal Transport JMLR 2019
Stochastic Variance-Reduced Cubic Regularization Methods JMLR 2019
Efficient Algorithms for Smooth Minimax Optimization NIPS 2019
Poincaré Recurrence, Cycles and Spurious Equilibria in Gradient-Descent-Ascent for Non-Convex Non-Concave Zero-Sum Games NIPS 2019
Accelerating Rescaled Gradient Descent: Fast Optimization of Smooth Functions NIPS 2019
Towards closing the gap between the theory and practice of SVRG NIPS 2019
Convergence Guarantees for a Class of Non-convex and Non-smooth Optimization Problems JMLR 2019
Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals JMLR 2019
Fast Proximal Gradient Descent for A Class of Non-convex and Non-smooth Sparse Learning Problems UAI 2019
Deep Dominance - How to Properly Compare Deep Neural Models ACL 2019
Toward Controlling Discrimination in Online Ad Auctions ICML 2019
Robust Video Stabilization by Optimization in CNN Weight Space CVPR 2019
Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera CVPR 2019
Sparse Kernel Regression with Coefficient-based $\ell_q-$regularization JMLR 2019
C-MIL: Continuation Multiple Instance Learning for Weakly Supervised Object Detection CVPR 2019