Statistical Learning

Integral Probability Metrics Meet Neural Networks: The Radon-Kolmogorov-Smirnov Test JMLR 2025 Inverse Constitutional AI: Compressing Preferences into Principles ICLR 2025 Investigating Non-Transitivity in LLM-as-a-Judge ICML 2025 Is Peer-Reviewing Worth the Effort? COLING 2025 Is Your Imitation Learning Policy Better than Mine? Policy Comparison with Near-Optimal Stopping RSS 2025 Kernel-based Optimally Weighted Conformal Time-Series Prediction ICLR 2025 Knockoffs Inference for Partially Linear Models with Automatic Structure Discovery AAAI 2025 Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025 Large Covariance Matrix Estimation With Nonnegative Correlations AISTATS 2025 Learnability of Parameter-Bounded Bayes Nets AAAI 2025 Learning Causal Transition Matrix for Instance-dependent Label Noise AAAI 2025 Learning Parametric Distributions from Samples and Preferences ICML 2025 Learning sparse generalized linear models with binary outcomes via iterative hard thresholding COLT 2025 Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation JMLR 2025 Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning AAAI 2025 Leave-One-Out Stable Conformal Prediction ICLR 2025 Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding EMNLP 2025 Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD ICLR 2025 Limits to scalable evaluation at the frontier: LLM as judge won’t beat twice the data ICLR 2025 LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks ACL 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 Low coordinate degree algorithms II: Categorical signals and generalized stochastic block models COLT 2025 Lower Bounds for Private Estimation of Gaussian Covariance Matrices under All Reasonable Parameter Regimes COLT 2025 Manifold Fitting under Unbounded Noise JMLR 2025 MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025