statistical learning

A Characterization of List Language Identification in the Limit COLT 2026 Collocational bootstrapping: A hypothesis about the learning of subject-verb agreement in humans and neural networks CoNLL 2026 Measuring Model Performance in the Presence of an Intervention AAAI 2026 Memorization and Expressivity in Transformers: A Learning-Theoretic Perspective AAAI 2026 No Scale Sensitive Dimension for Distribution Learning ALT 2026 On Pairwise Quantile Regression - Statistical Guarantees and Applications UAI 2026 Statistical Foundations of DIME: Risk Estimation for Practical Index Selection EACL 2026 Variance Reduction via Resampling and Experience Replay AAAI 2026 AcrosticSleuth: Probabilistic Identification and Ranking of Acrostics in Multilingual Corpora NAACL 2025 Agree to Disagree: Demystifying Homogeneous Deep Ensembles through Distributional Equivalence ICLR 2025 A Probabilistic Inference Scaling Theory for LLM Self-Correction EMNLP 2025 A Statistical Approach for Controlled Training Data Detection ICLR 2025 BabyLM’s First Words: Word Segmentation as a Phonological Probing Task CoNLL 2025 Bias-variance decompositions: the exclusive privilege of Bregman divergences JMLR 2025 Composite Goodness-of-fit Tests with Kernels JMLR 2025 Conditional Diffusion Models are Minimax-Optimal and Manifold-Adaptive for Conditional Distribution Estimation ICLR 2025 Contrastive Functional Principal Component Analysis AAAI 2025 Generalization Bounds for Dependent Data using Online-to-Batch Conversion. AISTATS 2025 Generalization in VAE and Diffusion Models: A Unified Information-Theoretic Analysis ICLR 2025 Generalizing Constraint Models in Constraint Acquisition AAAI 2025 How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning ICLR 2025 metabench - A Sparse Benchmark of Reasoning and Knowledge in Large Language Models ICLR 2025 Neural Networks Perform Sufficient Dimension Reduction AAAI 2025 Online-to-PAC generalization bounds under graph-mixing dependencies AISTATS 2025 On the Privacy-preserving Generalized Eigenvalue Problem ACML 2025