conformal inference

Bridging Fairness and Efficiency in Conformal Inference: A Surrogate-Assisted Group-Clustered Approach ICML 2025 CoffeeBoost: Gradient Boosting Native Conformal Inference for Bayesian Optimization AAAI 2025 Conditional Testing based on Localized Conformal p-values ICLR 2025 Conformal Anomaly Detection in Event Sequences ICML 2025 Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025 Doubly Robust Conformalized Survival Analysis with Right-Censored Data ICML 2025 Enhancing Statistical Validity and Power in Hybrid Controlled Trials: A Randomization Inference Approach with Conformal Selective Borrowing ICML 2025 Towards Generalizable Safety in Crowd Navigation via Conformal Uncertainty Handling CoRL 2025 Conformal Classification with Equalized Coverage for Adaptively Selected Groups NeurIPS 2024 Conformal Inference for Online Prediction with Arbitrary Distribution Shifts JMLR 2024 Conformalized Multiple Testing after Data-dependent Selection NeurIPS 2024 ConstrainedZero: Chance-Constrained POMDP Planning Using Learned Probabilistic Failure Surrogates and Adaptive Safety Constraints IJCAI 2024 How safe am I given what I see? Calibrated prediction of safety chances for image-controlled autonomy L4DC 2024 Multi-Source Conformal Inference Under Distribution Shift ICML 2024 Not all distributional shifts are equal: Fine-grained robust conformal inference ICML 2024 PAC Prediction Sets Under Label Shift ICLR 2024 The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks ICML 2024 Transductive conformal inference with adaptive scores AISTATS 2024 Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries JMLR 2023 Conformal Inference is (almost) Free for Neural Networks Trained with Early Stopping ICML 2023 Derandomized novelty detection with FDR control via conformal e-values NeurIPS 2023 Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles AISTATS 2023 Selection by Prediction with Conformal p-values JMLR 2023 Conformal Frequency Estimation with Sketched Data NeurIPS 2022 Adaptive Conformal Inference Under Distribution Shift NeurIPS 2021