convex optimization

Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods NeurIPS 2021 Fast margin maximization via dual acceleration ICML 2021 Fast Stochastic Bregman Gradient Methods: Sharp Analysis and Variance Reduction ICML 2021 Fenchel-Young Losses with Skewed Entropies for Class-posterior Probability Estimation AISTATS 2021 From Low Probability to High Confidence in Stochastic Convex Optimization JMLR 2021 GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021 Global Optimality Beyond Two Layers: Training Deep ReLU Networks via Convex Programs ICML 2021 Greedy and Random Quasi-Newton Methods with Faster Explicit Superlinear Convergence NeurIPS 2021 Heavy Ball Momentum for Conditional Gradient NeurIPS 2021 Hilbert Sinkhorn Divergence for Optimal Transport CVPR 2021 How Data Augmentation affects Optimization for Linear Regression NeurIPS 2021 Implicit Convex Regularizers of CNN Architectures: Convex Optimization of Two- and Three-Layer Networks in Polynomial Time ICLR 2021 Improved Analysis for Dynamic Regret of Strongly Convex and Smooth Functions L4DC 2021 Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021 Inductive Mutual Information Estimation: A Convex Maximum-Entropy Copula Approach AISTATS 2021 Infinite-Dimensional Fisher Markets: Equilibrium, Duality and Optimization AAAI 2021 Information-constrained optimization: can adaptive processing of gradients help? NeurIPS 2021 Input Convex Neural Networks for Building MPC L4DC 2021 Iterative regularization for convex regularizers AISTATS 2021 Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation AISTATS 2021 Learner-Private Convex Optimization ICML 2021 Learning Maximum Margin Markov Networks from examples with missing labels ACML 2021 Learning to Learn Graph Topologies NeurIPS 2021 Learning with semi-definite programming: statistical bounds based on fixed point analysis and excess risk curvature JMLR 2021 Linear Bandits on Uniformly Convex Sets JMLR 2021