Statistical Learning

Generalization Guarantees via Algorithm-dependent Rademacher Complexity COLT 2023 Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion AISTATS 2023 Generalized Disparate Impact for Configurable Fairness Solutions in ML ICML 2023 Generalized equivalences between subsampling and ridge regularization NeurIPS 2023 Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data JMLR 2023 Generalized Precision Matrix for Scalable Estimation of Nonparametric Markov Networks ICLR 2023 Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport NeurIPS 2023 Geodesically convex M-estimation in metric spaces COLT 2023 Gradient-Based Feature Learning under Structured Data NeurIPS 2023 Gradient Descent in Neural Networks as Sequential Learning in Reproducing Kernel Banach Space ICML 2023 Gradient-Informed Neural Network Statistical Robustness Estimation AISTATS 2023 Great Bibliographies as a Source of Data for the Humanities – NLP in the Analysis of Gender of Book Authors in German Countries and in Poland (1801-2021) EACL 2023 Group SLOPE Penalized Low-Rank Tensor Regression JMLR 2023 Heavy-tailed linear bandit with Huber regression UAI 2023 Hedging against Complexity: Distributionally Robust Optimization with Parametric Approximation AISTATS 2023 Hierarchical Visual Categories Modeling: A Joint Representation Learning and Density Estimation Framework for Out-of-Distribution Detection ICCV 2023 High-dimensional Asymptotics of Denoising Autoencoders NeurIPS 2023 High-dimensional Contextual Bandit Problem without Sparsity NeurIPS 2023 High-Dimensional Inference for Generalized Linear Models with Hidden Confounding JMLR 2023 High-dimensional Location Estimation via Norm Concentration for Subgamma Vectors ICML 2023 HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation JMLR 2023 Holistic Inter-Annotator Agreement and Corpus Coherence Estimation in a Large-scale Multilingual Annotation Campaign EMNLP 2023 Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale. ACL 2023 How many samples are needed to leverage smoothness? NeurIPS 2023 How to Estimate Model Transferability of Pre-Trained Speech Models? Interspeech 2023