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 451–475 of 704 papers

TitleStatusHype
Adaptive Temperature Scaling with Conformal Prediction—0
Max-Rank: Efficient Multiple Testing for Conformal Prediction—0
Mirror Online Conformal Prediction with Intermittent Feedback—0
Mitigating LLM Hallucinations via Conformal Abstention—0
ACHO: Adaptive Conformal Hyperparameter Optimization—0
Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting—0
Model-free generalized fiducial inference—0
Toward Clinically Trustworthy Deep Learning: Applying Conformal Prediction to Intracranial Hemorrhage Detection—0
Monty Hall and Optimized Conformal Prediction to Improve Decision-Making with LLMs—0
Multi-Agent Reachability Calibration with Conformal Prediction—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
Multi-group Uncertainty Quantification for Long-form Text Generation—0
Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection—0
Adaptive Conformal Regression with Jackknife+ Rescaled Scores—0
When Can We Reuse a Calibration Set for Multiple Conformal Predictions?—0
A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems—0
Multivariate Conformal Prediction using Optimal Transport—0
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction—0
Adaptive Conformal Inference by Betting—0
Towards Reliable Zero Shot Classification in Self-Supervised Models with Conformal Prediction—0
Early-Exit Neural Networks with Nested Prediction Sets—0
Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction—0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
Neurosymbolic Conformal Classification—0
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Show:102550
← PrevPage 19 of 29Next →

No leaderboard results yet.