Statistical Learning

Improved Sample Complexity Analysis of Natural Policy Gradient Algorithm with General Parameterization for Infinite Horizon Discounted Reward Markov Decision Processes AISTATS 2024 Improved Sample Complexity for Multiclass PAC Learning NeurIPS 2024 Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach NeurIPS 2024 Improving Statistical Significance in Human Evaluation of Automatic Metrics via Soft Pairwise Accuracy EMNLP 2024 Inconsistency of Cross-Validation for Structure Learning in Gaussian Graphical Models AISTATS 2024 Inference of nonlinear causal effects with application to TWAS with GWAS summary data CLeaR 2024 Inference on High-dimensional Single-index Models with Streaming Data JMLR 2024 Inflationary Flows: Calibrated Bayesian Inference with Diffusion-Based Models NeurIPS 2024 Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression ICLR 2024 Information Capacity Regret Bounds for Bandits with Mediator Feedback JMLR 2024 Information Processing Equalities and the Information–Risk Bridge JMLR 2024 Information-theoretic Analysis of Bayesian Test Data Sensitivity AISTATS 2024 Information-theoretic generalization bounds for learning from quantum data COLT 2024 Information-Theoretic Generalization Bounds for Transductive Learning and its Applications JMLR 2024 Information-theoretic Limits of Online Classification with Noisy Labels NeurIPS 2024 Inherent limitations of dimensions for characterizing learnability of distribution classes COLT 2024 In search of structure and correspondence in intra-speaker trial-to-trial variability Interspeech 2024 Instance-Optimal Private Density Estimation in the Wasserstein Distance NeurIPS 2024 Instance-Specific Asymmetric Sensitivity in Differential Privacy NeurIPS 2024 Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares Extended Abstract COLT 2024 Integrating Uncertainty Awareness into Conformalized Quantile Regression AISTATS 2024 INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition Interspeech 2024 Is Cross-validation the Gold Standard to Estimate Out-of-sample Model Performance? NeurIPS 2024 Is Gender Reference Gender-specific? Studies in a Polar Domain COLING 2024 Is Score Matching Suitable for Estimating Point Processes? NeurIPS 2024