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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

Showing 51100 of 704 papers

TitleStatusHype
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
A Conformal Predictive Measure for Assessing Catastrophic Forgetting0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering0
Validation of Conformal Prediction in Cervical Atypia Classification0
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting ModelCode0
Extreme Conformal Prediction: Reliable Intervals for High-Impact Events0
Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction0
Real-Time Privacy Preservation for Robot Visual Perception0
Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach0
Fair Uncertainty Quantification for Depression Prediction0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees0
Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction0
Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation0
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning0
Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor MappingCode0
SConU: Selective Conformal Uncertainty in Large Language Models0
Safety Monitoring for Learning-Enabled Cyber-Physical Systems in Out-of-Distribution Scenarios0
Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer0
Leave-One-Out Stable Conformal PredictionCode0
FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair0
Conditional Conformal Risk Adaptation0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging0
Assumption-free fidelity bounds for hardware noise characterization0
Conformal Robust Beamforming via Generative Channel Models0
Conformal Data-driven Control of Stochastic Multi-Agent Systems under Collaborative Signal Temporal Logic SpecificationsCode0
Learning-Based Conformal Tube MPC for Safe Control in Interactive Multi-Agent SystemsCode1
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Stochastic Model Predictive Control of Charging Energy Hubs with Conformal Prediction0
Disturbance-adaptive Model Predictive Control for Bounded Average Constraint Violations0
Bridging conformal prediction and scenario optimization0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting0
Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets0
Minimum Volume Conformal Sets for Multivariate RegressionCode1
Online Selective Conformal Prediction: Errors and Solutions0
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 Functions0
Sepsyn-OLCP: An Online Learning-based Framework for Early Sepsis Prediction with Uncertainty Quantification using Conformal PredictionCode0
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading0
Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal predictionCode0
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation0
E-Values Expand the Scope of Conformal PredictionCode0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression0
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