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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 101–125 of 704 papers

TitleStatusHype
Conformal calibrators—0
Conformalized Unconditional Quantile Regression—0
Adapting Conformal Prediction to Distribution Shifts Without Labels—0
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators—0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction—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
Conformalized Selective Regression—0
Conformalizing Machine Translation Evaluation—0
Confidence Calibration for Systems with Cascaded Predictive Modules—0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction—0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components—0
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry—0
Assumption-free fidelity bounds for hardware noise characterization—0
AutoCP: Automated Pipelines for Accurate Prediction Intervals—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
α-OCC: Uncertainty-Aware Camera-based 3D Semantic Occupancy Prediction—0
Conformal Counterfactual Inference under Hidden Confounding—0
Probabilistic Conformal Prediction with Approximate Conditional Validity—0
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