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Conformal Prediction

Conformal Prediction is a machine learning framework that provides valid measures of confidence for individual predictions. It offers a principled approach to quantify uncertainty in predictions without assuming any specific distribution for the data. This section features papers that explore various aspects of conformal prediction, including theoretical advancements, algorithmic developments, and applications across different domains.

Papers

Showing 451500 of 704 papers

TitleStatusHype
Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction0
Retrain or not retrain: Conformal test martingales for change-point detection0
Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets0
Risk-Sensitive Conformal Prediction for Catheter Placement Detection in Chest X-rays0
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners0
Android Malware Detection with Unbiased Confidence Guarantees0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging0
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback0
Robust Conformal Prediction under Distribution Shift via Physics-Informed Structural Causal Model0
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning0
Robust Conformal Prediction with a Single Binary Certificate0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning0
Robust Deep Reinforcement Learning for Volt-VAR Optimization in Active Distribution System under Uncertainty0
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering0
Robust Online Conformal Prediction under Uniform Label Noise0
A conformalized learning of a prediction set with applications to medical imaging classification0
Conformalized Link Prediction on Graph Neural Networks0
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification0
Conformalized Multimodal Uncertainty Regression and Reasoning0
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification0
Safe Adaptive Cruise Control Under Perception Uncertainty: A Deep Ensemble and Conformal Tube Model Predictive Control Approach0
Safe Merging in Mixed Traffic with Confidence0
SAFE: Multitask Failure Detection for Vision-Language-Action Models0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation0
Safe Perception-Based Control under Stochastic Sensor Uncertainty using Conformal Prediction0
Probabilistically Correct Language-based Multi-Robot Planning using Conformal Prediction0
An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms0
Safety Monitoring for Learning-Enabled Cyber-Physical Systems in Out-of-Distribution Scenarios0
Sample-Efficient Safety Assurances using Conformal Prediction0
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models0
Data-light Uncertainty Set Merging with Admissibility: Synthetics, Aggregation, and Test Inversion0
Scalable and adaptive prediction bands with kernel sum-of-squares0
Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization0
SConU: Selective Conformal Uncertainty in Large Language Models0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework0
Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments0
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds0
Selecting informative conformal prediction sets with false coverage rate control0
Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems0
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems0
Semiparametric conformal prediction0
Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score0
Distribution-free Conformal Prediction for Ordinal Classification0
Universality of conformal prediction under the assumption of randomness0
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators0
Single Trajectory Conformal Prediction0
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints0
SPARC: Prediction-Based Safe Control for Coupled Controllable and Uncontrollable Agents with Conformal Predictions0
An Information Theoretic Perspective on Conformal Prediction0
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