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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 201–250 of 704 papers

TitleStatusHype
Conformal Nucleus Sampling—0
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers—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
Conditional Conformal Risk Adaptation—0
Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees—0
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control—0
Conformal Prediction for Trustworthy Detection of Railway Signals—0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey—0
Conformal Prediction in Dynamic Biological Systems—0
Conformal Prediction in Hierarchical Classification—0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects—0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery—0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets—0
Anomalous Edge Detection in Edge Exchangeable Social Network Models—0
Conformal Prediction Intervals for Markov Decision Process Trajectories—0
Conformal Prediction Intervals for Neural Networks Using Cross Validation—0
Conformal Loss-Controlling Prediction—0
Confidence Calibration for Systems with Cascaded Predictive Modules—0
Label Noise Robustness of Conformal Prediction—0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning—0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems—0
Conformal Prediction Regions are Imprecise Highest Density Regions—0
Adaptive Conformal Regression with Jackknife+ Rescaled Scores—0
Conformal k-NN Anomaly Detector for Univariate Data Streams—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression—0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation—0
Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces—0
Conformalizing Machine Translation Evaluation—0
Conformal Predictions for Longitudinal Data—0
Conformalized Unconditional Quantile Regression—0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions—0
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift—0
AutoCP: Automated Pipelines for Accurate Prediction Intervals—0
Online Calibrated and Conformal Prediction Improves Bayesian Optimization—0
An Information Theoretic Perspective on Conformal Prediction—0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data—0
CP-NCBF: A Conformal Prediction-based Approach to Synthesize Verified Neural Control Barrier Functions—0
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents—0
Conformalized Selective Regression—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
Conformal Prediction with Temporal Quantile Adjustments—0
Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction—0
Conformal Predictive Portfolio Selection—0
Conformal Predictive Programming for Chance Constrained Optimization—0
An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms—0
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