Continuous Optimization

The Mean-Field Approximation: Information Inequalities, Algorithms, and Complexity COLT 2018 Theoretical Linear Convergence of Unfolded ISTA and Its Practical Weights and Thresholds NeurIPS 2018 The Physical Systems Behind Optimization Algorithms NeurIPS 2018 The Price of Fair PCA: One Extra dimension NeurIPS 2018 The Well-Tempered Lasso ICML 2018 Time-regularized Linear Prediction for Noise-robust Extraction of the Spectral Envelope of Speech Interspeech 2018 Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization IJCAI 2018 Unleashing Linear Optimizers for Group-Fair Learning and Optimization COLT 2018 Wasserstein Distributionally Robust Kalman Filtering NeurIPS 2018 Zeroth-Order Online Alternating Direction Method of Multipliers: Convergence Analysis and Applications AISTATS 2018 Accelerated First-order Methods for Geodesically Convex Optimization on Riemannian Manifolds NeurIPS 2017 Accelerated Stochastic Greedy Coordinate Descent by Soft Thresholding Projection onto Simplex NeurIPS 2017 Accurate Depth and Normal Maps From Occlusion-Aware Focal Stack Symmetry CVPR 2017 Active-set Methods for Submodular Minimization Problems JMLR 2017 Adaptive Accelerated Gradient Converging Method under H\"{o}lderian Error Bound Condition NeurIPS 2017 Adaptive ADMM with Spectral Penalty Parameter Selection AISTATS 2017 Adaptive Clustering through Semidefinite Programming NeurIPS 2017 Adaptive Randomized Dimension Reduction on Massive Data JMLR 2017 Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation CVPR 2017 Adaptive SVRG Methods under Error Bound Conditions with Unknown Growth Parameter NeurIPS 2017 A Delay-Flexible Stereo Acoustic Echo Cancellation for DFT-Based In-Car Communication (ICC) Systems Interspeech 2017 A distributed block coordinate descent method for training l1 regularized linear classifiers JMLR 2017 ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization NeurIPS 2017 A Dual Ascent Framework for Lagrangean Decomposition of Combinatorial Problems CVPR 2017 Algorithms for ℓ_p Low-Rank Approximation ICML 2017