Optimization

Distributed Algorithms for U-statistics-based Empirical Risk Minimization JMLR 2023 Distributed Extra-gradient with Optimal Complexity and Communication Guarantees ICLR 2023 Distributed Nonparametric Regression Imputation for Missing Response Problems with Large-scale Data JMLR 2023 Distributed Projection-Free Online Learning for Smooth and Convex Losses AAAI 2023 Distributed Stochastic Nested Optimization for Emerging Machine Learning Models: Algorithm and Theory AAAI 2023 Distributionally Robust Bayesian Optimization with φ-divergences NeurIPS 2023 Distributionally Robust Linear Quadratic Control NeurIPS 2023 Distributionally Robust Lyapunov Function Search Under Uncertainty L4DC 2023 Distributionally Robust Optimization with Probabilistic Group AAAI 2023 Distributionally Robust Post-hoc Classifiers under Prior Shifts ICLR 2023 Distributionally Robust Recourse Action ICLR 2023 Distributionally Robust Skeleton Learning of Discrete Bayesian Networks NeurIPS 2023 Distributional Multi-Objective Decision Making IJCAI 2023 Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings EMNLP 2023 DMIS: Dynamic Mesh-Based Importance Sampling for Training Physics-Informed Neural Networks AAAI 2023 Document-Level Multi-Event Extraction with Event Proxy Nodes and Hausdorff Distance Minimization ACL 2023 Does a sparse ReLU network training problem always admit an optimum ? NeurIPS 2023 Does It Pay to Optimize AUC? AAAI 2023 Does Momentum Help in Stochastic Optimization? A Sample Complexity Analysis. UAI 2023 DoG is SGD’s Best Friend: A Parameter-Free Dynamic Step Size Schedule ICML 2023 Domain Generalization via Balancing Training Difficulty and Model Capability ICCV 2023 Domain Specified Optimization for Deployment Authorization ICCV 2023 Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling EACL 2023 Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks ICML 2023 DoReMi: Optimizing Data Mixtures Speeds Up Language Model Pretraining NeurIPS 2023