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 376–400 of 704 papers

TitleStatusHype
Conformal online model aggregationCode0
Robust Conformal Prediction under Distribution Shift via Physics-Informed Structural Causal Model—0
Selecting informative conformal prediction sets with false coverage rate control—0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)—0
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsCode0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare—0
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control—0
Safe Merging in Mixed Traffic with Confidence—0
End-to-end Conditional Robust Optimization—0
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Distribution-Free Guarantees for Systems with Decision-Dependent Noise—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
Conformalized Selective Regression—0
Uncertainty Quantification in Anomaly Detection with Cross-Conformal p-ValuesCode0
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks—0
Probabilistically Correct Language-based Multi-Robot Planning using Conformal Prediction—0
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests—0
TorchCP: A Python Library for Conformal PredictionCode3
Multi-View Conformal Learning for Heterogeneous Sensor FusionCode0
Conformalized Credal Set PredictorsCode0
On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks—0
Show:102550
← PrevPage 16 of 29Next →

No leaderboard results yet.