coverage guarantee

Semiparametric conformal prediction AISTATS 2025 Sparse Activations as Conformal Predictors AISTATS 2025 Uncertainty Quantification for LLM-Based Survey Simulations ICML 2025 Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks JMLR 2025 Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction ECCV 2024 Certifiably Byzantine-Robust Federated Conformal Prediction ICML 2024 Conformal Autoregressive Generation: Beam Search with Coverage Guarantees AAAI 2024 Conformal Contextual Robust Optimization AISTATS 2024 Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024 Conformal Language Modeling ICLR 2024 Conformal Prediction for Deep Classifier via Label Ranking ICML 2024 Conformal Prediction Sets Improve Human Decision Making ICML 2024 ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees EMNLP 2024 Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data AAAI 2024 Label Noise Robustness of Conformal Prediction JMLR 2024 Online conformal prediction with decaying step sizes ICML 2024 Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift NeurIPS 2024 Predictive Inference with Weak Supervision JMLR 2024 Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise ICML 2024 Robust Conformal Prediction Using Privileged Information NeurIPS 2024 Variational Inference with Coverage Guarantees in Simulation-Based Inference ICML 2024 Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023 Conformalized Unconditional Quantile Regression AISTATS 2023 One-Shot Federated Conformal Prediction ICML 2023 PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction NeurIPS 2023