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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 176–200 of 704 papers

TitleStatusHype
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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