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Continuous Optimization

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Papers

Fast Proximal Gradient Descent for A Class of Non-convex and Non-smooth Sparse Learning Problems UAI 2019
Riemannian Motion Policy Fusion through Learnable Lyapunov Function Reshaping CORL 2019
Lower Bounds for Parallel and Randomized Convex Optimization COLT 2019
Submodular Maximization beyond Non-negativity: Guarantees, Fast Algorithms, and Applications ICML 2019
Scalable Learning in Reproducing Kernel Krein Spaces ICML 2019
Projection onto Minkowski Sums with Application to Constrained Learning ICML 2019
On Efficient Optimal Transport: An Analysis of Greedy and Accelerated Mirror Descent Algorithms ICML 2019
Power k-Means Clustering ICML 2019
Efficient Nonconvex Regularized Tensor Completion with Structure-aware Proximal Iterations ICML 2019
Incomplete Label Multi-Task Deep Learning for Spatio-Temporal Event Subtype Forecasting AAAI 2019
Lifted Proximal Operator Machines AAAI 2019
On Geometric Alignment in Low Doubling Dimension AAAI 2019
A Nonconvex Projection Method for Robust PCA AAAI 2019
Robust Estimation of Similarity Transformation for Visual Object Tracking AAAI 2019
Hypergraph Optimization for Multi-Structural Geometric Model Fitting AAAI 2019
A Robust and Efficient Algorithm for the PnL Problem Using Algebraic Distance to Approximate the Reprojection Distance AAAI 2019
On Sampling Complexity of the Semidefinite Affine Rank Feasibility Problem AAAI 2019
Greedy Maximization of Functions with Bounded Curvature under Partition Matroid Constraints AAAI 2019
Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning EMNLP 2019
Reflective and Fluorescent Separation Under Narrow-Band Illumination CVPR 2019
A Local Block Coordinate Descent Algorithm for the CSC Model CVPR 2019
Radial Distortion Triangulation CVPR 2019
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model CVPR 2019
Double Nuclear Norm Based Low Rank Representation on Grassmann Manifolds for Clustering CVPR 2019
PDE Acceleration for Active Contours CVPR 2019