Statistical Learning

Linear Regression with Heteroskedastic Errors UAI 2026 Lost in Benchmarks? Rethinking Large Language Model Benchmarking with Item Response Theory AAAI 2026 M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting AAAI 2026 Meta-Dependence in Conditional Independence Testing UAI 2026 MetaLead: A Comprehensive Human-Curated Leaderboard Dataset for Transparent Reporting of Machine Learning Experiments EACL 2026 Minimax density estimation in the adversarial framework under local differential privacy JMLR 2026 Minimax Limits of k-Fold Cross-Validation via Majority COLT 2026 Minimum-Length Conformal Prediction Sets for Ordinal Classification AAAI 2026 Near-Exponential Convergence Rates for kNN Classifications based on Boltzmann Margin UAI 2026 Nearly Minimax Discrete Distribution Estimation in Kullback-Leibler Divergence with High Probability ALT 2026 Near-optimal Delta-convex Estimation of Lipschitz Functions JMLR 2026 NGTM: Substructure-based Neural Graph Topic Model for Interpretable Graph Generation AAAI 2026 No Scale Sensitive Dimension for Distribution Learning ALT 2026 On efficient robust regression with subquadratic samples COLT 2026 On Pairwise Quantile Regression - Statistical Guarantees and Applications UAI 2026 On the Information Processing of One-Dimensional Wasserstein Distances with Finite Samples AAAI 2026 On the Interplay between Human Label Variation and Model Fairness EACL 2026 Optimal Bounds for Tyler’s M-Estimator for Elliptical Distributions ALT 2026 Optimal Neural Network Approximation of Smooth Compositional Functions on Sets with Low Intrinsic Dimension COLT 2026 Optimal Prediction-Augmented Algorithms for Testing Independence of Distributions COLT 2026 Optimal Sample Complexity Lower Bounds on Conditional Independence Testing COLT 2026 Overcoming Dependent Censoring in the Evaluation of Survival Models UAI 2026 ParsCORE: The Persian Corpus of Online Registers EACL 2026 Perfect Matching Map Recovery Under Unknown Scalar Affine Transformation UAI 2026 Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026