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conformal prediction

353 papers

CP

Papers

Multi-Dimensional Conformal Prediction ICLR 2025 Multi-group Uncertainty Quantification for Long-form Text Generation UAI 2025 Neural Conformal Control for Time Series Forecasting AAAI 2025 Neuron Explanations for Conformal Prediction (Student Abstract) AAAI 2025 Online Conformal Prediction via Online Optimization ICML 2025 Online Differentially Private Conformal Prediction for Uncertainty Quantification ICML 2025 On Temperature Scaling and Conformal Prediction of Deep Classifiers ICML 2025 Partial-Label Learning with Conformal Candidate Cleaning UAI 2025 PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification AAAI 2025 Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025 Powerful batch conformal prediction for classification AISTATS 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 Probabilistic Conformal Prediction with Approximate Conditional Validity ICLR 2025 Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning ICLR 2025 Prune ’n Predict: Optimizing LLM Decision-making with Conformal Prediction ICML 2025 Relational Conformal Prediction for Correlated Time Series ICML 2025 Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction AAAI 2025 Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction ACL 2025 Residual Reweighted Conformal Prediction for Graph Neural Networks UAI 2025 Robust Conformal Outlier Detection under Contaminated Reference Data ICML 2025 Robust Conformal Prediction with a Single Binary Certificate ICLR 2025 SACP: Spatially-Adaptive Conformal Prediction in Uncertainty Quantification of Medical Image Segmentation MIDL 2025 Safe, Out-of-Distribution-Adaptive MPC with Conformalized Neural Network Ensembles L4DC 2025 SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes ICML 2025 Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models ICLR 2025