← Optimization
Mathematics & Optimization › Optimization ›

Non-Convex Optimization

75 directly classified papers

Papers per year

Papers

On the Distribution of Minima in Intrinsic-Metric Rotation Averaging CVPR 2020
Quasi-Newton Solver for Robust Non-Rigid Registration CVPR 2020
A Nonconvex Projection Method for Robust PCA AAAI 2019
Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization AAAI 2019
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NIPS 2019
Efficient Algorithms for Smooth Minimax Optimization NIPS 2019
Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery NIPS 2019
Efficiently avoiding saddle points with zero order methods: No gradients required NIPS 2019
Globally Optimal Learning for Structured Elliptical Losses NIPS 2019
Efficient Smooth Non-Convex Stochastic Compositional Optimization via Stochastic Recursive Gradient Descent NIPS 2019
Learning Positive Functions with Pseudo Mirror Descent NIPS 2019
The Landscape of Non-convex Empirical Risk with Degenerate Population Risk NIPS 2019
Efficiently escaping saddle points on manifolds NIPS 2019
Nonconvex Low-Rank Tensor Completion from Noisy Data NIPS 2019
Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms NIPS 2019
Scalable Robust Matrix Factorization with Nonconvex Loss NIPS 2018
Zeroth-order (Non)-Convex Stochastic Optimization via Conditional Gradient and Gradient Updates NIPS 2018
An Efficient Pruning Algorithm for Robust Isotonic Regression NIPS 2018
Convergence of Cubic Regularization for Nonconvex Optimization under KL Property NIPS 2018
Global Geometry of Multichannel Sparse Blind Deconvolution on the Sphere NIPS 2018
NEON2: Finding Local Minima via First-Order Oracles NIPS 2018
On the Local Minima of the Empirical Risk NIPS 2018
Stochastic Cubic Regularization for Fast Nonconvex Optimization NIPS 2018
Adaptive Negative Curvature Descent with Applications in Non-convex Optimization NIPS 2018
Continuous Relaxation of MAP Inference: A Nonconvex Perspective CVPR 2018