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 401–450 of 704 papers

TitleStatusHype
Language Models with Conformal Factuality Guarantees—0
Conformalized Adaptive Forecasting of Heterogeneous TrajectoriesCode0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction—0
Conformal Predictive Programming for Chance Constrained Optimization—0
Self-Calibrating Conformal PredictionCode1
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task AmbiguityCode1
On Temperature Scaling and Conformal Prediction of Deep Classifiers—0
Does confidence calibration improve conformal prediction?Code3
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Calibrated Uncertainty Quantification for Operator Learning via Conformal Prediction—0
Online conformal prediction with decaying step sizesCode0
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Conformal Prediction Sets Improve Human Decision MakingCode0
Cross-Validation Conformal Risk Control—0
Generalization and Informativeness of Conformal Prediction—0
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling—0
Toward Clinically Trustworthy Deep Learning: Applying Conformal Prediction to Intracranial Hemorrhage Detection—0
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage GuaranteesCode1
Uncertainty quantification for probabilistic machine learning in earth observation using conformal predictionCode1
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction—0
Forecasting CPI inflation under economic policy and geopolitical uncertaintiesCode1
SymmPI: Predictive Inference for Data with Group SymmetriesCode0
Efficient Conformal Prediction under Data Heterogeneity—0
Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions—0
Android Malware Detection with Unbiased Confidence Guarantees—0
Faithful Model Explanations through Energy-Constrained Conformal CounterfactualsCode0
Reliable Prediction Intervals with Regression Neural Networks—0
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels—0
Verification of Neural Reachable Tubes via Scenario Optimization and Conformal Prediction—0
Conformalised data synthesisCode0
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape TemplatesCode0
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification—0
Uncertainty quantification in automated valuation models with spatially weighted conformal predictionCode0
Conformal Prediction in Multi-User Settings: An EvaluationCode0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction—0
Signal Temporal Logic Control Synthesis among Uncontrollable Dynamic Agents with Conformal PredictionCode0
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees—0
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning—0
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation AlgorithmsCode1
Max-Rank: Efficient Multiple Testing for Conformal Prediction—0
Robust Conformal Prediction for STL Runtime Verification under Distribution ShiftCode0
Identifying Light-curve Signals with a Deep Learning Based Object Detection Algorithm. II. A General Light Curve Classification FrameworkCode0
Early-Exit Neural Networks with Nested Prediction Sets—0
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts—0
Conformalized Deep Splines for Optimal and Efficient Prediction SetsCode0
Early detection of inflammatory arthritis to improve referrals using multimodal machine learning from blood testing, semi-structured and unstructured patient records—0
CBD: A Certified Backdoor Detector Based on Local Dominant ProbabilityCode0
High-Dimensional Prediction for Sequential Decision Making—0
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks—0
Show:102550
← PrevPage 9 of 15Next →

No leaderboard results yet.