conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Statistical Learning

4,117 papers

Papers per year

9
62
100
382
192
'05
'10
'15
'20
'25

Papers

Generalization Bounds for Label Noise Stochastic Gradient Descent AISTATS 2024
Transductive conformal inference with adaptive scores AISTATS 2024
Integrating Uncertainty Awareness into Conformalized Quantile Regression AISTATS 2024
On the Expected Size of Conformal Prediction Sets AISTATS 2024
Adaptivity of Diffusion Models to Manifold Structures AISTATS 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024
Smoothness-Adaptive Dynamic Pricing with Nonparametric Demand Learning AISTATS 2024
CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference AISTATS 2024
DAGnosis: Localized Identification of Data Inconsistencies using Structures AISTATS 2024
Safe and Interpretable Estimation of Optimal Treatment Regimes AISTATS 2024
Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent AISTATS 2024
A Doubly Robust Approach to Sparse Reinforcement Learning AISTATS 2024
Approximate Leave-one-out Cross Validation for Regression with $\ell_1$ Regularizers AISTATS 2024
Optimal Zero-Shot Detector for Multi-Armed Attacks AISTATS 2024
Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective AISTATS 2024
On Parameter Estimation in Deviated Gaussian Mixture of Experts AISTATS 2024
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts AISTATS 2024
Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression AISTATS 2024
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures AISTATS 2024
Improved Sample Complexity Analysis of Natural Policy Gradient Algorithm with General Parameterization for Infinite Horizon Discounted Reward Markov Decision Processes AISTATS 2024
Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors AISTATS 2024
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024
Length independent PAC-Bayes bounds for Simple RNNs AISTATS 2024
Why is parameter averaging beneficial in SGD? An objective smoothing perspective AISTATS 2024
Optimal estimation of Gaussian (poly)trees AISTATS 2024