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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 601–650 of 704 papers

TitleStatusHype
Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks—0
Conformal Off-Policy Prediction for Multi-Agent Systems—0
Conformal Off-Policy Prediction in Contextual Bandits—0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling—0
Robust Deep Reinforcement Learning for Volt-VAR Optimization in Active Distribution System under Uncertainty—0
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee—0
Confidence Calibration for Systems with Cascaded Predictive Modules—0
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts—0
Conformal Prediction: A Data Perspective—0
Conformal Prediction and Human Decision Making—0
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation—0
Conformal Prediction as Bayesian Quadrature—0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering—0
Conformal Prediction Bands for Two-Dimensional Functional Time Series—0
Conformal Prediction based Spectral Clustering—0
Robust Online Conformal Prediction under Uniform Label Noise—0
Adversarially Robust Conformal Prediction—0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction—0
Conformal Prediction for Distribution-free Optimal Control of Linear Stochastic Systems—0
Uncertainty quantification for improving radiomic-based models in radiation pneumonitis prediction—0
Conformal Prediction for Electricity Price Forecasting in the Day-Ahead and Real-Time Balancing Market—0
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift—0
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information—0
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction—0
Conformal Prediction for Hierarchical Data—0
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification—0
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees—0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes—0
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
Conformal Prediction for Natural Language Processing: A Survey—0
Conformal Prediction for Network-Assisted Regression—0
Conformal Prediction for STL Runtime Verification—0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets—0
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification—0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network—0
Conformal Prediction for Trustworthy Detection of Railway Signals—0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
Probabilistic Conformal Prediction with Approximate Conditional Validity—0
Conformal Prediction in Dynamic Biological Systems—0
Conformal Prediction in Hierarchical Classification—0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery—0
Safe Adaptive Cruise Control Under Perception Uncertainty: A Deep Ensemble and Conformal Tube Model Predictive Control Approach—0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets—0
Conditional Conformal Risk Adaptation—0
Conformal Prediction Intervals for Markov Decision Process Trajectories—0
Conformal Prediction Intervals for Neural Networks Using Cross Validation—0
Concepts and Applications of Conformal Prediction in Computational Drug Discovery—0
Safe Merging in Mixed Traffic with Confidence—0
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