Statistical Learning

Small coresets via negative dependence: DPPs, linear statistics, and concentration NeurIPS 2024 Smaller Confidence Intervals From IPW Estimators via Data-Dependent Coarsening (Extended Abstract) COLT 2024 SMARTR: A Framework for Early Detection using Survival Analysis of Longitudinal Texts NAACL 2024 Smoothed Analysis for Learning Concepts with Low Intrinsic Dimension COLT 2024 Smoothness-Adaptive Dynamic Pricing with Nonparametric Demand Learning AISTATS 2024 SpaCE: The Spatial Confounding Environment ICLR 2024 Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024 Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces JMLR 2024 Spatial properties of Bayesian unsupervised trees COLT 2024 Speaker Detection by the Individual Listener and the Crowd: Parametric Models Applicable to Bonafide and Deepfake Speech Interspeech 2024 Spectral Estimators for Structured Generalized Linear Models via Approximate Message Passing (Extended Abstract) COLT 2024 Spectral Learning of Shared Dynamics Between Generalized-Linear Processes NeurIPS 2024 Spectrally Transformed Kernel Regression ICLR 2024 Spectral Regularized Kernel Goodness-of-Fit Tests JMLR 2024 Split Conformal Prediction and Non-Exchangeable Data JMLR 2024 Stability and L2-penalty in Model Averaging JMLR 2024 Stage-Aware Learning for Dynamic Treatments JMLR 2024 Statistical analysis for a penalized EM algorithm in high-dimensional mixture linear regression model JMLR 2024 Statistical and Geometrical properties of the Kernel Kullback-Leibler divergence NeurIPS 2024 Statistical-Computational Trade-offs for Density Estimation NeurIPS 2024 Statistical curriculum learning: An elimination algorithm achieving an oracle risk COLT 2024 Statistical Efficiency of Distributional Temporal Difference Learning NeurIPS 2024 Statistical Inference for Fairness Auditing JMLR 2024 Statistical Multicriteria Benchmarking via the GSD-Front NeurIPS 2024 Statistical Optimality of Divide and Conquer Kernel-based Functional Linear Regression JMLR 2024