Statistical Learning

Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022 Modeling extremes with d-max-decreasing neural networks UAI 2022 Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models ACL 2022 Model Zoo: A Growing Brain That Learns Continually ICLR 2022 Monotone Learning COLT 2022 More Powerful Conditional Selective Inference for Generalized Lasso by Parametric Programming JMLR 2022 More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022 MS-COMET: More and Better Human Judgements Improve Metric Performance EMNLP 2022 Multiclass classification for Hawkes processes UAI 2022 Multi-class classification in nonparametric active learning AISTATS 2022 Multiclass Learnability Beyond the PAC Framework: Universal Rates and Partial Concept Classes NeurIPS 2022 Multiclass learning with margin: exponential rates with no bias-variance trade-off ICML 2022 Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022 Multiple-Splitting Projection Test for High-Dimensional Mean Vectors JMLR 2022 Multiple Testing in Nonparametric Hidden Markov Models: An Empirical Bayes Approach JMLR 2022 Nearly Optimal Catoni’s M-estimator for Infinite Variance ICML 2022 Near-Optimal Sample Complexity Bounds for Constrained MDPs NeurIPS 2022 Near-Optimal Statistical Query Lower Bounds for Agnostically Learning Intersections of Halfspaces with Gaussian Marginals COLT 2022 Network change point localisation under local differential privacy NeurIPS 2022 Neural Estimation of Statistical Divergences JMLR 2022 Neural Mean Discrepancy for Efficient Out-of-Distribution Detection CVPR 2022 Neural Tangent Kernel Empowered Federated Learning ICML 2022 Noise-Robust Learning from Multiple Unsupervised Sources of Inferred Labels AAAI 2022 Non-Gaussian Component Analysis via Lattice Basis Reduction COLT 2022 Non-Iterative Recovery From Nonlinear Observations Using Generative Models CVPR 2022