conformal prediction

CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty ICML 2025 CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction AAAI 2025 Deterministic Object Pose Confidence Region Estimation ICCV 2025 Direct Prediction Set Minimization via Bilevel Conformal Classifier Training ICML 2025 Distributed Conformal Prediction via Message Passing ICML 2025 Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework AAAI 2025 Do Large Language Models Know When Not to Answer in Medical QA? EMNLP 2025 Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability ICML 2025 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025 Ensuring Class-Conditional Coverage for Pathological Workflows (Student Abstract) AAAI 2025 Epistemic Uncertainty in Conformal Scores: A Unified Approach UAI 2025 Error-quantified Conformal Inference for Time Series ICLR 2025 FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems ICML 2025 False Coverage Proportion Control for Conformal Prediction ICML 2025 From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control ICML 2025 Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction ICML 2025 Guaranteed Prediction Sets for Functional Surrogate Models UAI 2025 Improving the Statistical Efficiency of Cross-Conformal Prediction ICML 2025 Kernel-based Optimally Weighted Conformal Time-Series Prediction ICLR 2025 Label Distribution Learning using the Squared Neural Family on the Probability Simplex UAI 2025 Learning Temporal Logic Predicates from Data with Statistical Guarantees L4DC 2025 Leave-One-Out Stable Conformal Prediction ICLR 2025 Max-Rank: Efficient Multiple Testing for Conformal Prediction AISTATS 2025 Model Uncertainty Quantification by Conformal Prediction in Continual Learning ICML 2025