Statistical Learning

A Data-Driven Measure of Relative Uncertainty for Misclassification Detection ICLR 2024 A data-driven Riccati equation L4DC 2024 Adjusted Wasserstein Distributionally Robust Estimator in Statistical Learning JMLR 2024 A Doubly Robust Approach to Sparse Reinforcement Learning AISTATS 2024 A faster and simpler algorithm for learning shallow networks COLT 2024 A General Framework for the Analysis of Kernel-based Tests JMLR 2024 A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models NeurIPS 2024 Agnostic Active Learning of Single Index Models with Linear Sample Complexity COLT 2024 A hierarchical decomposition for explaining ML performance discrepancies NeurIPS 2024 A Kernel Perspective on Distillation-based Collaborative Learning NeurIPS 2024 A Kernel Test for Causal Association via Noise Contrastive Backdoor Adjustment JMLR 2024 Aligning Model Properties via Conformal Risk Control NeurIPS 2024 A Multilevel Analysis of PubMed-only BERT-based Biomedical Models NAACL 2024 An Agnostic View on the Cost of Overfitting in (Kernel) Ridge Regression ICLR 2024 ANAH: Analytical Annotation of Hallucinations in Large Language Models ACL 2024 Analysis of Bootstrap and Subsampling in High-dimensional Regularized Regression UAI 2024 Analysis of Differentially Private Synthetic Data: A Measurement Error Approach AAAI 2024 Analysis of Learning a Flow-based Generative Model from Limited Sample Complexity ICLR 2024 An Asymptotic Study of Discriminant and Vote-Averaging Schemes for Randomly-Projected Linear Discriminants JMLR 2024 An Efficient Tester-Learner for Halfspaces ICLR 2024 An Entropy-Based Model for Hierarchical Learning JMLR 2024 Animal-Bench: Benchmarking Multimodal Video Models for Animal-centric Video Understanding NeurIPS 2024 An Online Bootstrap for Time Series AISTATS 2024 A Non-parametric Direct Learning Approach to Heterogeneous Treatment Effect Estimation under Unmeasured Confounding NeurIPS 2024 A Note on Entrywise Consistency for Mixed-data Matrix Completion JMLR 2024