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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 151–200 of 704 papers

TitleStatusHype
Validation of Conformal Prediction in Cervical Atypia Classification—0
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting ModelCode0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering—0
Fair Uncertainty Quantification for Depression Prediction—0
Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction—0
Real-Time Privacy Preservation for Robot Visual Perception—0
Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach—0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees—0
Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction—0
Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation—0
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning—0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning—0
SConU: Selective Conformal Uncertainty in Large Language Models—0
Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor MappingCode0
Safety Monitoring for Learning-Enabled Cyber-Physical Systems in Out-of-Distribution Scenarios—0
Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer—0
Leave-One-Out Stable Conformal PredictionCode0
Conditional Conformal Risk Adaptation—0
FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair—0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging—0
Assumption-free fidelity bounds for hardware noise characterization—0
Conformal Robust Beamforming via Generative Channel Models—0
Conformal Data-driven Control of Stochastic Multi-Agent Systems under Collaborative Signal Temporal Logic SpecificationsCode0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Stochastic Model Predictive Control of Charging Energy Hubs with Conformal Prediction—0
Disturbance-adaptive Model Predictive Control for Bounded Average Constraint Violations—0
Bridging conformal prediction and scenario optimization—0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting—0
Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets—0
Online Selective Conformal Prediction: Errors and Solutions—0
NeuroSep-CP-LCB: A Deep Learning-based Contextual Multi-armed Bandit Algorithm with Uncertainty Quantification for Early Sepsis PredictionCode0
CP-NCBF: A Conformal Prediction-based Approach to Synthesize Verified Neural Control Barrier Functions—0
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation—0
Sepsyn-OLCP: An Online Learning-based Framework for Early Sepsis Prediction with Uncertainty Quantification using Conformal PredictionCode0
Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal predictionCode0
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading—0
E-Values Expand the Scope of Conformal PredictionCode0
Mirror Online Conformal Prediction with Intermittent Feedback—0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression—0
Enhanced Route Planning with Calibrated Uncertainty Set—0
Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting—0
Conformal Prediction and Human Decision Making—0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework—0
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds—0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Robust Conformal Prediction with a Single Binary Certificate—0
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