Continuous Optimization

Scalable Robust Matrix Factorization with Nonconvex Loss NeurIPS 2018 Semi-Oblivious Traffic Engineering: The Road Not Taken NSDI 2018 Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018 Smooth and Sparse Optimal Transport AISTATS 2018 Smoothed analysis for low-rank solutions to semidefinite programs in quadratic penalty form COLT 2018 Smoothed analysis of the low-rank approach for smooth semidefinite programs NeurIPS 2018 SobolevFusion: 3D Reconstruction of Scenes Undergoing Free Non-Rigid Motion CVPR 2018 Solving lp-norm regularization with tensor kernels AISTATS 2018 Solving Non-smooth Constrained Programs with Lower Complexity than O(1/ε): A Primal-Dual Homotopy Smoothing Approach NeurIPS 2018 Solving Separable Nonsmooth Problems Using Frank-Wolfe with Uniform Affine Approximations IJCAI 2018 SoS-RSC: A Sum-of-Squares Polynomial Approach to Robustifying Subspace Clustering Algorithms CVPR 2018 Spectral Algorithms for Computing Fair Support Vector Machines AISTATS 2018 Speech Enhancement Using the Minimum-probability-of-error Criterion Interspeech 2018 Stein Points ICML 2018 Step Size Matters in Deep Learning NeurIPS 2018 Stochastic Cubic Regularization for Fast Nonconvex Optimization NeurIPS 2018 Stochastic PCA with ℓ_2 and ℓ_1 Regularization ICML 2018 Stochastic Second-Order Method for Large-Scale Nonconvex Sparse Learning Models IJCAI 2018 Stochastic Spectral and Conjugate Descent Methods NeurIPS 2018 Stochastic Three-Composite Convex Minimization with a Linear Operator AISTATS 2018 Stochastic Zeroth-order Optimization in High Dimensions AISTATS 2018 Structured Gaussian Processes with Twin Multiple Kernel Learning ACML 2018 Structured Local Minima in Sparse Blind Deconvolution NeurIPS 2018 Subspace Embedding and Linear Regression with Orlicz Norm ICML 2018 The DFS Fused Lasso: Linear-Time Denoising over General Graphs JMLR 2018