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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
Training Uncertainty-Aware Classifiers with Conformalized Deep LearningCode1
On the Utility of Prediction Sets in Human-AI Teams—0
Towards PAC Multi-Object Detection and TrackingCode1
On the Construction of Distribution-Free Prediction Intervals for an Image Regression Problem in Semiconductor Manufacturing—0
Raman Spectrum Matching with Contrastive Representation Learning—0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Ensemble Conformalized Quantile Regression for Probabilistic Time Series ForecastingCode1
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Adaptive Conformal Predictions for Time SeriesCode1
Conformal Prediction Sets with Limited False PositivesCode0
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in ImagingCode1
Conformal Prediction Under Feedback Covariate Shift for Biomolecular DesignCode1
Approximating Full Conformal Prediction at Scale via Influence FunctionsCode1
Improving Expert Predictions with Conformal PredictionCode1
Predictive Inference with Weak Supervision—0
Stable Conformal Prediction SetsCode0
Online Calibrated and Conformal Prediction Improves Bayesian Optimization—0
Conformal Time-series ForecastingCode1
Conformal prediction for text infilling and part-of-speech predictionCode0
Applying Regression Conformal Prediction with Nearest Neighbors to time series data—0
Unsupervised cross-user adaptation in taste sensation recognition based on surface electromyography with conformal prediction and domain regularized component analysis—0
Learning Pareto-Efficient Decisions with Confidence—0
Learning Optimal Conformal ClassifiersCode1
Improving Prediction Confidence in Learning-Enabled Autonomous Systems—0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning—0
Calibrated Multiple-Output Quantile Regression with Representation LearningCode1
Adversarially Robust Conformal Prediction—0
Trading Coverage for Precision: Conformal Prediction with Limited False Discoveries—0
Sample-Efficient Safety Assurances using Conformal Prediction—0
Anomalous Edge Detection in Edge Exchangeable Social Network Models—0
Fair Conformal Predictors for Applications in Medical ImagingCode0
Neural Predictive Monitoring under Partial ObservabilityCode0
CPSC: Conformal prediction with shrunken centroids for efficient prediction reliability quantification and data augmentation, a case in alternative herbal medicine classification with electronic nose—0
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
MD-split+: Practical Local Conformal Inference in High Dimensions—0
Valid prediction intervals for regression problemsCode1
Can a single neuron learn predictive uncertainty?Code0
Locally Valid and Discriminative Prediction Intervals for Deep Learning ModelsCode1
Conformal Uncertainty Sets for Robust Optimization—0
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing DataCode1
Conformal Prediction using Conditional HistogramsCode1
Consistent Accelerated Inference via Confident Adaptive TransformersCode1
Root-finding Approaches for Computing Conformal Prediction SetCode0
Conformal testing in a binary model situation—0
Universal Prediction Band via Semi-Definite Programming—0
Conformalized Survival AnalysisCode0
Distribution-free uncertainty quantification for classification under label shift—0
Retrain or not retrain: Conformal test martingales for change-point detection—0
Few-shot Conformal Prediction with Auxiliary TasksCode0
Private Prediction SetsCode1
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