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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 151–200 of 704 papers

TitleStatusHype
Conformal Off-policy PredictionCode0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Distributional conformal predictionCode0
Distribution Free Prediction Sets for Node ClassificationCode0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Decision-Focused Uncertainty QuantificationCode0
Can a single neuron learn predictive uncertainty?Code0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Design-based conformal predictionCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation DisagreementCode0
Conformalized Survival AnalysisCode0
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Can Transformers Do Enumerative Geometry?Code0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Distributed Conformal Prediction via Message PassingCode0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Distribution-Free Calibration of Statistical Confidence SetsCode0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Conformal Structured PredictionCode0
Conformalized Quantile RegressionCode0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
Conformal Thresholded Intervals for Efficient RegressionCode0
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
Conformal online model aggregationCode0
Conformal Performance Range Prediction for Segmentation Output Quality ControlCode0
Conformal Robust Control of Linear SystemsCode0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
Certifiably Byzantine-Robust Federated Conformal PredictionCode0
Estimating Uncertainty in Multimodal Foundation Models using Public Internet DataCode0
Conformal time series decomposition with component-wise exchangeabilityCode0
Fair Conformal Predictors for Applications in Medical ImagingCode0
Conformal Prediction: a Unified Review of Theory and New ChallengesCode0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
Achieving Risk Control in Online Learning SettingsCode0
Conformal Risk Control for Ordinal ClassificationCode0
Conformal Prediction for Class-wise Coverage via Augmented Label Rank CalibrationCode0
Conformal Recursive Feature EliminationCode0
Conformal Risk Minimization with Variance ReductionCode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
Conditional validity of heteroskedastic conformal regressionCode0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Conformal prediction for frequency-severity modelingCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformalized Fairness via Quantile RegressionCode0
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