convex optimization

Kill a Bird with Two Stones: Closing the Convergence Gaps in Non-Strongly Convex Optimization by Directly Accelerated SVRG with Double Compensation and Snapshots ICML 2022 Learning-based Moving Horizon Estimation through Differentiable Convex Optimization Layers L4DC 2022 Learning Individualized Treatment Rules with Many Treatments: A Supervised Clustering Approach Using Adaptive Fusion NeurIPS 2022 Local Linear Convergence of Douglas-Rachford for Linear Programming: a Probabilistic Analysis ICML 2022 Making SGD Parameter-Free COLT 2022 Minimax Optimization: The Case of Convex-Submodular AISTATS 2022 Multi-slots Online Matching with High Entropy ICML 2022 Nesterov Accelerated Shuffling Gradient Method for Convex Optimization ICML 2022 Neural Fisher Discriminant Analysis: Optimal Neural Network Embeddings in Polynomial Time ICML 2022 New Insights for the Multivariate Square-Root Lasso JMLR 2022 Novel Min-Max Reformulations of Linear Inverse Problems JMLR 2022 NysADMM: faster composite convex optimization via low-rank approximation ICML 2022 On Acceleration for Convex Composite Minimization with Noise-Corrupted Gradients and Approximate Proximal Mapping JMLR 2022 Online Agnostic Multiclass Boosting NeurIPS 2022 Only tails matter: Average-Case Universality and Robustness in the Convex Regime ICML 2022 On Regularized Square-root Regression Problems: Distributionally Robust Interpretation and Fast Computations JMLR 2022 On the Initialization for Convex-Concave Min-max Problems ALT 2022 On the Last Iterate Convergence of Momentum Methods ALT 2022 OpReg-Boost: Learning to Accelerate Online Algorithms with Operator Regression L4DC 2022 Optimal and Adaptive Monteiro-Svaiter Acceleration NeurIPS 2022 Optimal Anonymous Independent Reward Scheme Design IJCAI 2022 Optimal Comparator Adaptive Online Learning with Switching Cost NeurIPS 2022 Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond AISTATS 2022 Optimal Gradient Sliding and its Application to Optimal Distributed Optimization Under Similarity NeurIPS 2022 Optimization-Induced Graph Implicit Nonlinear Diffusion ICML 2022