Continuous Optimization

Quasi-Newton Methods for Saddle Point Problems NeurIPS 2022 Quaternion Ordinal Embedding IJCAI 2022 RAMA: A Rapid Multicut Algorithm on GPU CVPR 2022 Randomized Stochastic Gradient Descent Ascent AISTATS 2022 Random Mapping Method for Large-Scale Terrain Modeling AAAI 2022 RECAPP: Crafting a More Efficient Catalyst for Convex Optimization ICML 2022 Regularized and Smooth Double Core Tensor Factorization for Heterogeneous Data JMLR 2022 Reproducibility in Optimization: Theoretical Framework and Limits NeurIPS 2022 Restarted Nonconvex Accelerated Gradient Descent: No More Polylogarithmic Factor in the $O(ε^-7/4)$ Complexity ICML 2022 Revisiting Document Image Dewarping by Grid Regularization CVPR 2022 Revisit last-iterate convergence of mSGD under milder requirement on step size NeurIPS 2022 Riemannian Stochastic Proximal Gradient Methods for Nonsmooth Optimization over the Stiefel Manifold JMLR 2022 Robust and Accurate Superquadric Recovery: A Probabilistic Approach CVPR 2022 Robust computation of optimal transport by $β$-potential regularization ACML 2022 Robust Graph-Based Multi-View Clustering AAAI 2022 Robust Group Synchronization via Quadratic Programming ICML 2022 Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits IJCAI 2022 Robust Online Control with Model Misspecification L4DC 2022 Robust Sparse Mean Estimation via Sum of Squares COLT 2022 Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NeurIPS 2022 Sample Complexity of the Robust LQG Regulator with Coprime Factors Uncertainty L4DC 2022 SAN: Stochastic Average Newton Algorithm for Minimizing Finite Sums AISTATS 2022 SAPD+: An Accelerated Stochastic Method for Nonconvex-Concave Minimax Problems NeurIPS 2022 Scalable and Memory-Efficient Algorithms for Controlling Networked Epidemic Processes Using Multiplicative Weights Update Method IJCAI 2022 Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NeurIPS 2022