conformal prediction

Large language model validity via enhanced conformal prediction methods NeurIPS 2024 Length Optimization in Conformal Prediction NeurIPS 2024 Localized Adaptive Risk Control NeurIPS 2024 Multi-modal conformal prediction regions by optimizing convex shape templates L4DC 2024 Multi-model Ensemble Conformal Prediction in Dynamic Environments NeurIPS 2024 Non-Exchangeable Conformal Language Generation with Nearest Neighbors EACL 2024 Non-Exchangeable Conformal Risk Control ICLR 2024 Normalizing Flows for Conformal Regression UAI 2024 Online Calibrated and Conformal Prediction Improves Bayesian Optimization AISTATS 2024 Online conformal prediction with decaying step sizes ICML 2024 On the Expected Size of Conformal Prediction Sets AISTATS 2024 Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception CoRL 2024 Predictive Inference with Weak Supervision JMLR 2024 Probabilistic Conformal Distillation for Enhancing Missing Modality Robustness NeurIPS 2024 Progressive Exploration-Conformal Learning for Sparsely Annotated Object Detection in Aerial Images NeurIPS 2024 Provably Robust Conformal Prediction with Improved Efficiency ICLR 2024 Recursively feasible shrinking-horizon MPC in dynamic environments with conformal prediction guarantees L4DC 2024 Robust Conformal Prediction Using Privileged Information NeurIPS 2024 Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction AAAI 2024 Robust Yet Efficient Conformal Prediction Sets ICML 2024 Selective Generation for Controllable Language Models NeurIPS 2024 Self-Calibrating Conformal Prediction NeurIPS 2024 Similarity-Navigated Conformal Prediction for Graph Neural Networks NeurIPS 2024 Split Conformal Prediction and Non-Exchangeable Data JMLR 2024 Streamlining Conformal Information Retrieval via Score Refinement EMNLP 2024