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 201–225 of 704 papers

TitleStatusHype
Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series—0
Human-Calibrated Automated Testing and Validation of Generative Language Models—0
Conformal Prediction for Hierarchical Data—0
Hierarchical Spatio-Temporal Uncertainty Quantification for Distributed Energy Adoption—0
Theoretical Foundations of Conformal Prediction—0
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Enforcing Cooperative Safety for Reinforcement Learning-based Mixed-Autonomy Platoon Control—0
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging—0
Conformalized Credal Regions for Classification with Ambiguous Ground Truth—0
Multi-model Ensemble Conformal Prediction in Dynamic EnvironmentsCode0
A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation DisagreementCode0
Powerful batch conformal prediction for classification—0
Semiparametric conformal prediction—0
Conformal-in-the-Loop for Learning with Imbalanced Noisy DataCode0
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI—0
Strategic Conformal Prediction—0
Conformal Risk Minimization with Variance ReductionCode0
Know Where You're Uncertain When Planning with Multimodal Foundation Models: A Formal Framework—0
Uncertainty measurement for complex event prediction in safety-critical systems—0
Projected random forests and conformal prediction of circular dataCode0
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators—0
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks—0
Toward Conditional Distribution Calibration in Survival PredictionCode1
Conformal Prediction for Multimodal RegressionCode0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation—0
Show:102550
← PrevPage 9 of 29Next →

No leaderboard results yet.