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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 101–150 of 704 papers

TitleStatusHype
Fair Conformal Predictors for Applications in Medical ImagingCode0
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting ModelCode0
Backward Conformal PredictionCode0
Estimating Uncertainty in Multimodal Foundation Models using Public Internet DataCode0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
E-Values Expand the Scope of Conformal PredictionCode0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreakCode0
Distribution Free Prediction Sets for Node ClassificationCode0
Distributional conformal predictionCode0
Distributed Conformal Prediction via Message PassingCode0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Design-based conformal predictionCode0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
Evidential Uncertainty Sets in Deep Classifiers Using Conformal PredictionCode0
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Conformal Credal Self-Supervised LearningCode0
Conformal Data-driven Control of Stochastic Multi-Agent Systems under Collaborative Signal Temporal Logic SpecificationsCode0
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
Distribution-Free Calibration of Statistical Confidence SetsCode0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Adjusting Regression Models for Conditional Uncertainty CalibrationCode0
Computing Full Conformal Prediction Set with Approximate HomotopyCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsCode0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
A Conformal Prediction Score that is Robust to Label NoiseCode0
Decision-Focused Uncertainty QuantificationCode0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal PredictionCode0
Conformal Risk Control for Ordinal ClassificationCode0
Conformal Risk Minimization with Variance ReductionCode0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
Conformal Recursive Feature EliminationCode0
Conformal Robust Control of Linear SystemsCode0
Certifiably Byzantine-Robust Federated Conformal PredictionCode0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
Conformal Prediction with Partially Labeled DataCode0
CBD: A Certified Backdoor Detector Based on Local Dominant ProbabilityCode0
Conformal Structured PredictionCode0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
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