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Statistical Learning

4,117 papers

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Papers

Inconsistency of Cross-Validation for Structure Learning in Gaussian Graphical Models AISTATS 2024
Differentially Private Conditional Independence Testing AISTATS 2024
Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles AISTATS 2024
The sample complexity of ERMs in stochastic convex optimization AISTATS 2024
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning AISTATS 2024
Learning Under Random Distributional Shifts AISTATS 2024
Equivariant bootstrapping for uncertainty quantification in imaging inverse problems AISTATS 2024
Benchmarking Observational Studies with Experimental Data under Right-Censoring AISTATS 2024
Auditing Fairness under Unobserved Confounding AISTATS 2024
Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization AISTATS 2024
Non-vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks AISTATS 2024
Differentially Private Reward Estimation with Preference Feedback AISTATS 2024
Efficient Conformal Prediction under Data Heterogeneity AISTATS 2024
Identifying Confounding from Causal Mechanism Shifts AISTATS 2024
Testing exchangeability by pairwise betting AISTATS 2024
Tight Bounds for Local Glivenko-Cantelli ALT 2024
On the Sample Complexity of Two-Layer Networks: Lipschitz Vs. Element-Wise Lipschitz Activation ALT 2024
Efficient Agnostic Learning with Average Smoothness ALT 2024
A Polynomial Time, Pure Differentially Private Estimator for Binary Product Distributions ALT 2024
Cautionary Tales on Synthetic Controls in Survival Analyses CLEAR 2024
On the Lasso for Graphical Continuous Lyapunov Models CLEAR 2024
Inference of nonlinear causal effects with application to TWAS with GWAS summary data CLEAR 2024
Semiparametric Efficient Inference in Adaptive Experiments CLEAR 2024
Scalable Counterfactual Distribution Estimation in Multivariate Causal Models CLEAR 2024
A Computational Approach to Quantifying Grammaticization of English Deverbal Prepositions COLING 2024