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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

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Showing 151–175 of 704 papers

TitleStatusHype
FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems—0
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents—0
Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks—0
Conformal Prediction in Hierarchical Classification—0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach—0
Optimal Transport-based Conformal Prediction—0
Robust Online Conformal Prediction under Uniform Label Noise—0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction—0
coverforest: Conformal Predictions with Random Forest in PythonCode1
Distributed Conformal Prediction via Message PassingCode0
Wasserstein-regularized Conformal Prediction under General Distribution Shift—0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
Transductive Conformal Inference for Full Ranking—0
Randomness, exchangeability, and conformal prediction—0
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal RegressionCode1
Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores—0
Training-Aware Risk Control for Intensity Modulated Radiation Therapies Quality Assurance with Conformal Prediction—0
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction—0
Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach—0
Uncertainty Estimation for Path Loss and Radio Metric ModelsCode0
Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments—0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Monty Hall and Optimized Conformal Prediction to Improve Decision-Making with LLMs—0
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