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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

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Showing 126–150 of 704 papers

TitleStatusHype
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts—0
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
Optimal Conformal Prediction under Epistemic UncertaintyCode0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
A Generic Framework for Conformal FairnessCode0
Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAPCode0
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings—0
Multivariate Latent Recalibration for Conditional Normalizing FlowsCode0
Privacy-Preserving Conformal Prediction Under Local Differential PrivacyCode0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers—0
Adaptive Temperature Scaling with Conformal Prediction—0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Backward Conformal PredictionCode0
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals—0
Synthetic-Powered Predictive InferenceCode0
Conformalized Decision Risk Assessment—0
Stacked conformal predictionCode0
Improving Coverage in Combined Prediction Sets with Weighted p-values—0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions—0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
A Conformal Predictive Measure for Assessing Catastrophic Forgetting—0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation—0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering—0
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