Statistical Learning

Online Covariance Estimation in Nonsmooth Stochastic Approximation COLT 2025 Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting ICML 2025 Online-to-PAC generalization bounds under graph-mixing dependencies AISTATS 2025 On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls JMLR 2025 On the Robustness of Kernel Goodness-of-Fit Tests JMLR 2025 On the Statistical Mechanisms of Distributional Compositional Generalization ICML 2025 On the Statistical Properties of Generative Adversarial Models for Low Intrinsic Data Dimension JMLR 2025 On the Utility of Equal Batch Sizes for Inference in Stochastic Gradient Descent JMLR 2025 Open Set Label Shift with Test Time Out-of-Distribution Reference CVPR 2025 Optimal Fair Learning Robust to Adversarial Distribution Shift ICML 2025 Optimal Rates of Kernel Ridge Regression under Source Condition in Large Dimensions JMLR 2025 Optimal subsampling for high-dimensional partially linear models via machine learning methods JMLR 2025 Oracle efficient truncated statistics ICLR 2025 Outlier Robust and Sparse Estimation of Linear Regression Coefficients JMLR 2025 Outlier-Robust Linear System Identification Under Heavy-Tailed Noise L4DC 2025 Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection ICLR 2025 Permutation Invariant Functions: Statistical Testing, Density Estimation, and Metric Entropy AISTATS 2025 PIPA: Preference Alignment as Prior-Informed Statistical Estimation ICML 2025 Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025 Position: Don’t Use the CLT in LLM Evals With Fewer Than a Few Hundred Datapoints ICML 2025 PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation ICLR 2025 Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers JMLR 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 Prediction-Powered E-Values ICML 2025 Prediction Risk and Estimation Risk of the Ridgeless Least Squares Estimator under General Assumptions on Regression Errors ICLR 2025