Optimization

Accelerating Learned Sparse Indexes Via Term Impact Decomposition EMNLP 2022 Acceleration in Distributed Sparse Regression NeurIPS 2022 Accurate Quantization of Measures via Interacting Particle-based Optimization ICML 2022 Achieving Long-Term Fairness in Sequential Decision Making AAAI 2022 Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach AAAI 2022 A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications ICLR 2022 A Closer Look at Smoothness in Domain Adversarial Training ICML 2022 A Combinatorial Perspective on the Optimization of Shallow ReLU Networks NeurIPS 2022 A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning NeurIPS 2022 A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking NeurIPS 2022 A consistently adaptive trust-region method NeurIPS 2022 A Consolidated Cross-Validation Algorithm for Support Vector Machines via Data Reduction NeurIPS 2022 A Convergence Theory for SVGD in the Population Limit under Talagrand’s Inequality T1 ICML 2022 A Convergent and Dimension-Independent Min-Max Optimization Algorithm ICML 2022 A ConvNet for the 2020s CVPR 2022 Active Learning with Safety Constraints NeurIPS 2022 Actor-Critic Policy Optimization in a Large-Scale Imperfect-Information Game ICLR 2022 AdaBlock: SGD with Practical Block Diagonal Matrix Adaptation for Deep Learning AISTATS 2022 AdaGrad Avoids Saddle Points ICML 2022 Adam Can Converge Without Any Modification On Update Rules NeurIPS 2022 A Damped Newton Method Achieves Global $\mathcal O \left(\frac{1}{k^2}\right)$ and Local Quadratic Convergence Rate NeurIPS 2022 Adaptive Accelerated (Extra-)Gradient Methods with Variance Reduction ICML 2022 Adaptive and Universal Algorithms for Variational Inequalities with Optimal Convergence AAAI 2022 Adaptive Artificial Intelligence Scheduling Methods for Large-Scale, Stochastic, Industrial Applications IJCAI 2022 Adaptive Bandit Convex Optimization with Heterogeneous Curvature COLT 2022