Statistical Learning

Risk Controlled Image Retrieval AAAI 2025 Robust Conformal Prediction with a Single Binary Certificate ICLR 2025 Robust Estimation in metric spaces: Achieving Exponential Concentration with a Fréchet Median AISTATS 2025 Robust Estimation of Population-Level Effects in Repeated-Measures NLP Experimental Designs ACL 2025 Sample Complexity of Nonparametric Closeness Testing for Continuous Distributions and Its Application to Causal Discovery with Hidden Confounding CLeaR 2025 Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models ICLR 2025 Sampling Boundary for Causal Effect Estimation ACML 2025 Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check EMNLP 2025 SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025 Second Order Bounds for Contextual Bandits with Function Approximation ICLR 2025 See the World, Discover Knowledge: A Chinese Factuality Evaluation for Large Vision Language Models ACL 2025 Selecting the Number of Communities for Weighted Degree-Corrected Stochastic Block Models AISTATS 2025 Selective Inference with Distributed Data JMLR 2025 Selective Uncertainty Propagation in Offline RL AAAI 2025 SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection ACL 2025 Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025 Sharp Bounds for Sequential Federated Learning on Heterogeneous Data JMLR 2025 Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification EMNLP 2025 Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data JMLR 2025 Statistical Advantages of Perturbing Cosine Router in Mixture of Experts ICLR 2025 Statistical Collusion by Collectives on Learning Platforms ICML 2025 Statistical Confidence Rescoring for Robust 3D Scene Graph Generation from Multi-View Images ICCV 2025 Statistical Deficiency for Task Inclusion Estimation ACL 2025 Statistical field theory for Markov decision processes under uncertainty JMLR 2025 Statistical Hypothesis Testing for Auditing Robustness in Language Models ICML 2025