Convex Optimization

Differentiable Distributionally Robust Optimization Layers ICML 2024 Differentially Private Post-Processing for Fair Regression ICML 2024 Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support Recovery ICML 2024 Dual Lagrangian Learning for Conic Optimization NeurIPS 2024 Efficient Convex Algorithms for Universal Kernel Learning JMLR 2024 Faster Accelerated First-order Methods for Convex Optimization with Strongly Convex Function Constraints NeurIPS 2024 FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization ICLR 2024 From Inverse Optimization to Feasibility to ERM ICML 2024 From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization NeurIPS 2024 Functionally Constrained Algorithm Solves Convex Simple Bilevel Problem NeurIPS 2024 Fundamental Benefit of Alternating Updates in Minimax Optimization ICML 2024 Gap-Free Clustering: Sensitivity and Robustness of SDP COLT 2024 Gaussian Cooling and Dikin Walks: The Interior-Point Method for Logconcave Sampling COLT 2024 Global Optimality for Non-linear Constrained Restoration Problems via Invexity ICLR 2024 Improved Differentially Private and Lazy Online Convex Optimization: Lower Regret without Smoothness Requirements ICML 2024 Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence NeurIPS 2024 Information Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing ICML 2024 Inverse M-Kernels for Linear Universal Approximators of Non-Negative Functions NeurIPS 2024 John Ellipsoids via Lazy Updates NeurIPS 2024 Large Stepsize Gradient Descent for Logistic Loss: Non-Monotonicity of the Loss Improves Optimization Efficiency COLT 2024 Learning with Fitzpatrick Losses NeurIPS 2024 Lexicographic Optimization: Algorithms and Stability AISTATS 2024 Light Unbalanced Optimal Transport NeurIPS 2024 Log-concave Sampling from a Convex Body with a Barrier: a Robust and Unified Dikin Walk NeurIPS 2024 Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value ICML 2024