SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 276–300 of 704 papers

TitleStatusHype
Conformalized Answer Set Prediction for Knowledge Graph Embedding—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
Safety-Critical Control with Offline-Online Neural Network InferenceCode0
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Robust Conformal Volume Estimation in 3D Medical ImagesCode0
Multi-group Uncertainty Quantification for Long-form Text Generation—0
Entropy Reweighted Conformal Classification—0
Conformal Predictions under Markovian Data—0
Conformal Thresholded Intervals for Efficient RegressionCode0
Conformal Performance Range Prediction for Segmentation Output Quality ControlCode0
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework—0
Weighted Aggregation of Conformity Scores for Classification—0
Meta-Analysis with Untrusted Data—0
Conformal Inductive Graph Neural Networks—0
Robust Yet Efficient Conformal Prediction SetsCode0
Gaussian process interpolation with conformal prediction: methods and comparative analysis—0
Split Conformal Prediction under Data ContaminationCode0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
JANET: Joint Adaptive predictioN-region Estimation for Time-series—0
Trustworthy Classification through Rank-Based Conformal Prediction SetsCode0
Conformal Prediction for Causal Effects of Continuous TreatmentsCode0
Uncertainty-Aware Decarbonization for Datacenters—0
Probabilistic Conformal Prediction with Approximate Conditional Validity—0
Improve ROI with Causal Learning and Conformal Prediction—0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Show:102550
← PrevPage 12 of 29Next →

No leaderboard results yet.