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 51–100 of 704 papers

TitleStatusHype
Robust Uncertainty Quantification Using Conformalised Monte Carlo PredictionCode1
Self-Calibrating Conformal PredictionCode1
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Transformer Conformal Prediction for Time SeriesCode1
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecastingCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Batch Multivalid Conformal PredictionCode1
Bayesian Optimization with Conformal Prediction SetsCode1
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
Valid prediction intervals for regression problemsCode1
Boosted Conformal Prediction IntervalsCode1
Conformal Prediction Under Feedback Covariate Shift for Biomolecular DesignCode1
Conformal Language ModelingCode1
Conformal Load Prediction with Transductive Graph AutoencodersCode1
CONFLARE: CONFormal LArge language model REtrievalCode1
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph LearningCode1
A Large-Scale Study of Probabilistic Calibration in Neural Network RegressionCode1
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Conformal Prediction using Conditional HistogramsCode1
Adaptive Conformal Prediction by Reweighting Nonconformity ScoreCode1
Conformal PID Control for Time Series PredictionCode1
Conformal Prediction Intervals for Remaining Useful Lifetime EstimationCode1
Adaptive Conformal Predictions for Time SeriesCode1
Conformal Prediction via Regression-as-ClassificationCode1
Conformal Prediction with Missing ValuesCode1
Conformal Predictive Systems Under Covariate ShiftCode1
Conffusion: Confidence Intervals for Diffusion ModelsCode1
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement LearningCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
Conformal Prediction for Time Series with Modern Hopfield NetworksCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
Federated Conformal Predictors for Distributed Uncertainty QuantificationCode1
Consistent Accelerated Inference via Confident Adaptive TransformersCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
Improving Adaptive Conformal Prediction Using Self-Supervised LearningCode1
Inductive Conformal Prediction: A Straightforward Introduction with Examples in PythonCode1
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation AlgorithmsCode1
Large language model validity via enhanced conformal prediction methodsCode1
Locally Valid and Discriminative Prediction Intervals for Deep Learning ModelsCode1
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty PropagationCode1
Class-Conditional Conformal Prediction with Many ClassesCode1
Multi-class probabilistic classification using inductive and cross Venn-Abers predictorsCode1
CODiT: Conformal Out-of-Distribution Detection in Time-Series DataCode1
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction—0
A Conformal Predictive Measure for Assessing Catastrophic Forgetting—0
Conformal Contextual Robust Optimization—0
AutoCP: Automated Pipelines for Accurate Prediction Intervals—0
Adapting Conformal Prediction to Distribution Shifts Without Labels—0
Show:102550
← PrevPage 2 of 15Next →

No leaderboard results yet.