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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 251–300 of 704 papers

TitleStatusHype
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Conformal Recursive Feature EliminationCode0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
Conformal Structured PredictionCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Distributional conformal predictionCode0
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System PerceptionCode0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Distribution Free Prediction Sets for Node ClassificationCode0
Conformal Robust Control of Linear SystemsCode0
Distribution-Free Calibration of Statistical Confidence SetsCode0
Conformal Depression PredictionCode0
Conformal Thresholded Intervals for Efficient RegressionCode0
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Conformal Risk Minimization with Variance ReductionCode0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Conformal Risk Control for Ordinal ClassificationCode0
Distributed Conformal Prediction via Message PassingCode0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
Conformalised data synthesisCode0
Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal PredictionCode0
Metric-Guided Conformal Bounds for Probabilistic Image ReconstructionCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
Conformal Regression in Calorie Prediction for Team Jumbo-Visma—0
Conformal Predictors for Compound Activity Prediction—0
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions—0
Conformal Predictive Programming for Chance Constrained Optimization—0
Conformal Predictive Portfolio Selection—0
Conformal Prediction with Upper and Lower Bound Models—0
Conformal Counterfactual Inference under Hidden Confounding—0
Conformal Prediction with Temporal Quantile Adjustments—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
Conformal Prediction with Learned Features—0
Conformal Contextual Robust Optimization—0
Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach—0
conformalClassification: A Conformal Prediction R Package for Classification—0
Conformal calibrators—0
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction—0
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift—0
Conformal Predictions under Markovian Data—0
Conformal Predictions for Longitudinal Data—0
Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores—0
AutoCP: Automated Pipelines for Accurate Prediction Intervals—0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
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