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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 601650 of 704 papers

TitleStatusHype
Label Noise Robustness of Conformal Prediction0
Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey0
Conformal Prediction Bands for Two-Dimensional Functional Time Series0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction0
Improved conformalized quantile regression0
ACHO: Adaptive Conformal Hyperparameter Optimization0
"Even if ..." -- Diverse Semifactual Explanations of RejectCode0
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction SetsCode0
Split Localized Conformal PredictionCode0
Three Applications of Conformal Prediction for Rating Breast Density in Mammography0
Conformal Off-policy PredictionCode0
Conformal Prediction Intervals for Markov Decision Process Trajectories0
Conformal Off-Policy Prediction in Contextual Bandits0
Conformal Credal Self-Supervised LearningCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
Conformal Prediction Intervals with Temporal DependenceCode0
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee0
Conformal Prediction with Temporal Quantile Adjustments0
Achieving Risk Control in Online Learning SettingsCode0
On the Utility of Prediction Sets in Human-AI Teams0
On the Construction of Distribution-Free Prediction Intervals for an Image Regression Problem in Semiconductor Manufacturing0
Raman Spectrum Matching with Contrastive Representation Learning0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Conformal Prediction Sets with Limited False PositivesCode0
Predictive Inference with Weak Supervision0
Stable Conformal Prediction SetsCode0
Online Calibrated and Conformal Prediction Improves Bayesian Optimization0
Conformal prediction for text infilling and part-of-speech predictionCode0
Applying Regression Conformal Prediction with Nearest Neighbors to time series data0
Unsupervised cross-user adaptation in taste sensation recognition based on surface electromyography with conformal prediction and domain regularized component analysis0
Learning Pareto-Efficient Decisions with Confidence0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning0
Improving Prediction Confidence in Learning-Enabled Autonomous Systems0
Trading Coverage for Precision: Conformal Prediction with Limited False Discoveries0
Adversarially Robust Conformal Prediction0
Sample-Efficient Safety Assurances using Conformal Prediction0
Anomalous Edge Detection in Edge Exchangeable Social Network Models0
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 nose0
MD-split+: Practical Local Conformal Inference in High Dimensions0
Can a single neuron learn predictive uncertainty?Code0
Conformal Uncertainty Sets for Robust Optimization0
Root-finding Approaches for Computing Conformal Prediction SetCode0
Conformal testing in a binary model situation0
Universal Prediction Band via Semi-Definite Programming0
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