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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 676–700 of 704 papers

TitleStatusHype
Conformal Predictive Portfolio Selection—0
Conformal Predictive Programming for Chance Constrained Optimization—0
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators—0
Conformal Predictors for Compound Activity Prediction—0
Data-light Uncertainty Set Merging with Admissibility: Synthetics, Aggregation, and Test Inversion—0
Conformal Regression in Calorie Prediction for Team Jumbo-Visma—0
Cautious Deep Learning—0
Scalable and adaptive prediction bands with kernel sum-of-squares—0
Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization—0
Conformal Robust Beamforming via Generative Channel Models—0
SConU: Selective Conformal Uncertainty in Large Language Models—0
Conformal Rule-Based Multi-label Classification—0
Conformal Safety Shielding for Imperfect-Perception Agents—0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework—0
Conformal Temporal Logic Planning using Large Language Models—0
Conformal testing in a binary model situation—0
Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments—0
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds—0
Causal Responder Detection—0
Conformal Uncertainty Indicator for Continual Test-Time Adaptation—0
Conformal Uncertainty Sets for Robust Optimization—0
Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction—0
Conformance Testing for Stochastic Cyber-Physical Systems—0
Selecting informative conformal prediction sets with false coverage rate control—0
CONSeg: Voxelwise Glioma Conformal Segmentation—0
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