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 526–550 of 704 papers

TitleStatusHype
Adaptive conformal classification with noisy labelsCode0
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification—0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects—0
Approximating Score-based Explanation Techniques Using Conformal Regression—0
How Safe Am I Given What I See? Calibrated Prediction of Safety Chances for Image-Controlled AutonomyCode0
Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces—0
Conformance Testing for Stochastic Cyber-Physical Systems—0
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction—0
Probabilistically robust conformal prediction—0
Conformal prediction for frequency-severity modelingCode0
Fairness Under Demographic Scarce RegimeCode0
Model-free generalized fiducial inference—0
Conformal Group Recommender System—0
Prescriptive Process Monitoring Under Resource Constraints: A Reinforcement Learning ApproachCode0
Conformalization of Sparse Generalized Linear ModelsCode0
Uncertainty Quantification of the Virial Black Hole Mass with Conformal PredictionCode0
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners—0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data—0
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction—0
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation—0
Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding—0
Show:102550
← PrevPage 22 of 29Next →

No leaderboard results yet.