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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 501–550 of 704 papers

TitleStatusHype
On the Validity of Conformal Prediction for Network Data Under Non-Uniform Sampling—0
On the Expected Size of Conformal Prediction SetsCode0
Conformalizing Machine Translation Evaluation—0
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift—0
On training locally adaptive CPCode0
A Large-Scale Study of Probabilistic Calibration in Neural Network RegressionCode1
Conformal Prediction with Missing ValuesCode1
Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors—0
Conformal Prediction with Partially Labeled DataCode0
Quantifying Deep Learning Model Uncertainty in Conformal Prediction—0
Adaptive Conformal Regression with Jackknife+ Rescaled Scores—0
Conformal Prediction with Large Language Models for Multi-Choice Question AnsweringCode1
Federated Conformal Predictors for Distributed Uncertainty QuantificationCode1
Uncertainty Quantification over Graph with Conformalized Graph Neural NetworksCode1
Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern—0
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees—0
Conformal Nucleus Sampling—0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling—0
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision—0
Conformal Regression in Calorie Prediction for Team Jumbo-Visma—0
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine LearningCode0
Conformal Off-Policy Evaluation in Markov Decision Processes—0
Conformalized Unconditional Quantile Regression—0
Development and Evaluation of Conformal Prediction Methods for QSAR—0
Conformal Prediction Regions for Time Series using Linear Complementarity ProgrammingCode0
Multi-Agent Reachability Calibration with Conformal Prediction—0
Safe Perception-Based Control under Stochastic Sensor Uncertainty using Conformal Prediction—0
Collaborative Multi-Object Tracking with Conformal Uncertainty Propagation—0
Conformal Prediction for Time Series with Modern Hopfield NetworksCode1
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty PropagationCode1
Adaptive Conformal Prediction by Reweighting Nonconformity ScoreCode1
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical AnalysisCode0
HappyMap: A Generalized Multi-calibration Method—0
Learning When to Treat Business Processes: Prescriptive Process Monitoring with Causal Inference and Reinforcement LearningCode0
Group conditional validity via multi-group learning—0
Universal distribution of the empirical coverage in split conformal predictionCode0
Design-based conformal predictionCode0
Improving Adaptive Conformal Prediction Using Self-Supervised LearningCode1
Conformal Prediction for Network-Assisted Regression—0
Improved Online Conformal Prediction via Strongly Adaptive Online LearningCode1
Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal PredictionCode0
One-Shot Federated Conformal PredictionCode1
From Group-Differences to Single-Subject Probability: Conformal Prediction-based Uncertainty Estimation for Brain-Age Modeling—0
Fortuna: A Library for Uncertainty Quantification in Deep LearningCode2
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk ControlCode1
Physics Constrained Motion Prediction with Uncertainty Quantification—0
Conformal Prediction for Trustworthy Detection of Railway Signals—0
Conformal Loss-Controlling Prediction—0
Conformal Prediction Intervals for Remaining Useful Lifetime EstimationCode1
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging—0
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