Statistical Learning

Learning Functional Distributions with Private Labels ICML 2023 Learning Invariant Representations with a Nonparametric Nadaraya-Watson Head NeurIPS 2023 Learning Robust Representations with Information Bottleneck and Memory Network for RGB-D-based Gesture Recognition ICCV 2023 Learning Survival Distribution with Implicit Survival Function IJCAI 2023 Learning via Wasserstein-Based High Probability Generalisation Bounds NeurIPS 2023 Learning with Stochastic Orders ICLR 2023 Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels CVPR 2023 Likelihood Ratio Confidence Sets for Sequential Decision Making NeurIPS 2023 Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization ALT 2023 Limits of Model Selection under Transfer Learning COLT 2023 Linear Partial Monitoring for Sequential Decision Making: Algorithms, Regret Bounds and Applications JMLR 2023 Local Glivenko-Cantelli COLT 2023 Local Intrinsic Dimensional Entropy AAAI 2023 Local Risk Bounds for Statistical Aggregation COLT 2023 Low-rank Tensor Estimation via Riemannian Gauss-Newton: Statistical Optimality and Second-Order Convergence JMLR 2023 Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits NeurIPS 2023 MARS: A Second-Order Reduction Algorithm for High-Dimensional Sparse Precision Matrices Estimation JMLR 2023 MAUVE Scores for Generative Models: Theory and Practice JMLR 2023 Maximum likelihood estimation in Gaussian process regression is ill-posed JMLR 2023 Max-Quantile Grouped Infinite-Arm Bandits ALT 2023 Membership Inference Attacks against Synthetic Data through Overfitting Detection AISTATS 2023 Meta-Uncertainty in Bayesian Model Comparison AISTATS 2023 Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension NeurIPS 2023 Minimax Estimation for Personalized Federated Learning: An Alternative between FedAvg and Local Training? JMLR 2023 Minimax estimation of discontinuous optimal transport maps: The semi-discrete case ICML 2023