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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

Showing 201250 of 704 papers

TitleStatusHype
Conformal Nucleus Sampling0
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers0
Conformal Prediction for Natural Language Processing: A Survey0
Conformal Prediction for Network-Assisted Regression0
Conformal Prediction for STL Runtime Verification0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets0
Conditional Conformal Risk Adaptation0
Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees0
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control0
Conformal Prediction for Trustworthy Detection of Railway Signals0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey0
Conformal Prediction in Dynamic Biological Systems0
Conformal Prediction in Hierarchical Classification0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets0
Anomalous Edge Detection in Edge Exchangeable Social Network Models0
Conformal Prediction Intervals for Markov Decision Process Trajectories0
Conformal Prediction Intervals for Neural Networks Using Cross Validation0
Conformal Loss-Controlling Prediction0
Confidence Calibration for Systems with Cascaded Predictive Modules0
Label Noise Robustness of Conformal Prediction0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems0
Conformal Prediction Regions are Imprecise Highest Density Regions0
Adaptive Conformal Regression with Jackknife+ Rescaled Scores0
Conformal k-NN Anomaly Detector for Univariate Data Streams0
CONFINE: Conformal Prediction for Interpretable Neural Networks0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation0
Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces0
Conformalizing Machine Translation Evaluation0
Conformal Predictions for Longitudinal Data0
Conformalized Unconditional Quantile Regression0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions0
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift0
AutoCP: Automated Pipelines for Accurate Prediction Intervals0
Online Calibrated and Conformal Prediction Improves Bayesian Optimization0
An Information Theoretic Perspective on Conformal Prediction0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data0
CP-NCBF: A Conformal Prediction-based Approach to Synthesize Verified Neural Control Barrier Functions0
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents0
Conformalized Selective Regression0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering0
Conformal Prediction with Temporal Quantile Adjustments0
Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction0
Conformal Predictive Portfolio Selection0
Conformal Predictive Programming for Chance Constrained Optimization0
An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms0
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