Statistical Learning

Multiple-policy High-confidence Policy Evaluation AISTATS 2023 Multiple Robust Learning for Recommendation AAAI 2023 Multiply Robust Off-policy Evaluation and Learning under Truncation by Death ICML 2023 Multi-task learning with summary statistics NeurIPS 2023 NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration AAAI 2023 Nearest-Neighbor Sampling Based Conditional Independence Testing AAAI 2023 Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023 Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression NeurIPS 2023 Near Optimal Heteroscedastic Regression with Symbiotic Learning COLT 2023 Neural FIM for learning Fisher information metrics from point cloud data ICML 2023 Neural Processes with Stability NeurIPS 2023 Neural Representations Reveal Distinct Modes of Class Fitting in Residual Convolutional Networks AAAI 2023 Neural Wasserstein Gradient Flows for Discrepancies with Riesz Kernels ICML 2023 Neurological Prognostication of Post-Cardiac-Arrest Coma Patients Using EEG Data: A Dynamic Survival Analysis Framework with Competing Risks MLHC 2023 NLP Evaluation in trouble: On the Need to Measure LLM Data Contamination for each Benchmark EMNLP 2023 NoisywikiHow: A Benchmark for Learning with Real-world Noisy Labels in Natural Language Processing ACL 2023 Non-Asymptotic Guarantees for Robust Statistical Learning under Infinite Variance Assumption JMLR 2023 Nonparametric Density Estimation under Distribution Drift ICML 2023 Non-stationary Experimental Design under Linear Trends NeurIPS 2023 Norm-based Generalization Bounds for Sparse Neural Networks NeurIPS 2023 Norm of Word Embedding Encodes Information Gain EMNLP 2023 No time to waste: practical statistical contact tracing with few low-bit messages AISTATS 2023 ODS: Test-Time Adaptation in the Presence of Open-World Data Shift ICML 2023 On Achieving Optimal Adversarial Test Error ICLR 2023 On Best-Arm Identification with a Fixed Budget in Non-Parametric Multi-Armed Bandits ALT 2023