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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 301–325 of 704 papers

TitleStatusHype
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction—0
Conformal Prediction Regions are Imprecise Highest Density Regions—0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems—0
Label Noise Robustness of Conformal Prediction—0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling—0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Adapting Conformal Prediction to Distribution Shifts Without Labels—0
Confidence Calibration for Systems with Cascaded Predictive Modules—0
Conformal Prediction Intervals for Neural Networks Using Cross Validation—0
Conformal Prediction Intervals for Markov Decision Process Trajectories—0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction—0
Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components—0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets—0
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry—0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery—0
Assumption-free fidelity bounds for hardware noise characterization—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
Conformal Prediction in Hierarchical Classification—0
Conformal Prediction in Dynamic Biological Systems—0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network—0
α-OCC: Uncertainty-Aware Camera-based 3D Semantic Occupancy Prediction—0
Conformal Prediction for Trustworthy Detection of Railway Signals—0
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