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Statistical Learning

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Statistical Guarantees for Transformation Based Models with applications to Implicit Variational Inference AISTATS 2021
A Statistical Perspective on Coreset Density Estimation AISTATS 2021
Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions AISTATS 2021
Causal Inference with Selectively Deconfounded Data AISTATS 2021
Robust hypothesis testing and distribution estimation in Hellinger distance AISTATS 2021
Variable Selection with Rigorous Uncertainty Quantification using Deep Bayesian Neural Networks: Posterior Concentration and Bernstein-von Mises Phenomenon AISTATS 2021
Uniform Consistency of Cross-Validation Estimators for High-Dimensional Ridge Regression AISTATS 2021
Principal Subspace Estimation Under Information Diffusion AISTATS 2021
Prediction with Finitely many Errors Almost Surely AISTATS 2021
Density of States Estimation for Out of Distribution Detection AISTATS 2021
Taming heavy-tailed features by shrinkage AISTATS 2021
Comparing the Value of Labeled and Unlabeled Data in Method-of-Moments Latent Variable Estimation AISTATS 2021
Non-asymptotic Performance Guarantees for Neural Estimation of f-Divergences AISTATS 2021
Good Classifiers are Abundant in the Interpolating Regime AISTATS 2021
Towards Flexible Device Participation in Federated Learning AISTATS 2021
Active Learning under Label Shift AISTATS 2021
Offline detection of change-points in the mean for stationary graph signals. AISTATS 2021
Rao-Blackwellised parallel MCMC AISTATS 2021
Minimax Estimation of Laplacian Constrained Precision Matrices AISTATS 2021
Recovery Guarantees for Kernel-based Clustering under Non-parametric Mixture Models AISTATS 2021
Rate-Regularization and Generalization in Variational Autoencoders AISTATS 2021
Asymptotics of Ridge(less) Regression under General Source Condition AISTATS 2021
Toward a General Theory of Online Selective Sampling: Trading Off Mistakes and Queries AISTATS 2021
Regularized ERM on random subspaces AISTATS 2021
Differentially Private Assouad, Fano, and Le Cam ALT 2021