convex optimization

DemoDICE: Offline Imitation Learning with Supplementary Imperfect Demonstrations ICLR 2022 Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization ICLR 2022 Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical Images ICML 2022 Efficient Convex Optimization Requires Superlinear Memory COLT 2022 Efficient Distributionally Robust Bayesian Optimization with Worst-case Sensitivity ICML 2022 Efficient Low Rank Convex Bounds for Pairwise Discrete Graphical Models ICML 2022 Extensions to the Proximal Distance Method of Constrained Optimization JMLR 2022 Extra-Newton: A First Approach to Noise-Adaptive Accelerated Second-Order Methods NeurIPS 2022 Fast Algorithms for Packing Proportional Fairness and its Dual NeurIPS 2022 Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions ICML 2022 Faster One-Sample Stochastic Conditional Gradient Method for Composite Convex Minimization AISTATS 2022 Faster Randomized Interior Point Methods for Tall/Wide Linear Programs JMLR 2022 Faster Stochastic Algorithms for Minimax Optimization under Polyak-{\L}ojasiewicz Condition NeurIPS 2022 Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization NeurIPS 2022 First-Order Algorithms for Min-Max Optimization in Geodesic Metric Spaces NeurIPS 2022 First-Order Convex Fitting and Its Application to Economics and Optimization AAAI 2022 Fixed Support Tree-Sliced Wasserstein Barycenter AISTATS 2022 Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension ICML 2022 Functional Output Regression with Infimal Convolution: Exploring the Huber and $ε$-insensitive Losses ICML 2022 Generalized Sparse Additive Models JMLR 2022 Handling Hard Affine SDP Shape Constraints in RKHSs JMLR 2022 Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions ICLR 2022 Implicit Differentiation for Fast Hyperparameter Selection in Non-Smooth Convex Learning JMLR 2022 Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions NeurIPS 2022 Joint Inference of Multiple Graphs from Matrix Polynomials JMLR 2022