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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 301–350 of 704 papers

TitleStatusHype
Semiparametric conformal prediction—0
Conformal-in-the-Loop for Learning with Imbalanced Noisy DataCode0
Strategic Conformal Prediction—0
Know Where You're Uncertain When Planning with Multimodal Foundation Models: A Formal Framework—0
Conformal Risk Minimization with Variance ReductionCode0
Uncertainty measurement for complex event prediction in safety-critical systems—0
Projected random forests and conformal prediction of circular dataCode0
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators—0
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks—0
Conformal Prediction for Multimodal RegressionCode0
Target Strangeness: A Novel Conformal Prediction Difficulty EstimatorCode0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation—0
SPARC: Prediction-Based Safe Control for Coupled Controllable and Uncontrollable Agents with Conformal Predictions—0
Building Conformal Prediction Intervals with Approximate Message PassingCode0
Conformal Predictive Portfolio Selection—0
Bin-Conditional Conformal Prediction of Fatalities from Armed Conflict—0
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information—0
Generative Conformal Prediction with Vectorized Non-Conformity Scores—0
Data-light Uncertainty Set Merging with Admissibility: Synthetics, Aggregation, and Test Inversion—0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
Inductive Conformal Prediction under Data Scarcity: Exploring the Impacts of Nonconformity Measures—0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning—0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback—0
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models—0
Conformal Prediction: A Data Perspective—0
KACQ-DCNN: Uncertainty-Aware Interpretable Kolmogorov-Arnold Classical-Quantum Dual-Channel Neural Network for Heart Disease Detection—0
Conformal Structured PredictionCode0
Online scalable Gaussian processes with conformal prediction for guaranteed coverage—0
Regression Conformal Prediction under BiasCode0
On Uncertainty In Natural Language Processing—0
Streamlining Conformal Information Retrieval via Score Refinement—0
The Benefit of Being Bayesian in Online Conformal PredictionCode0
Conformal Prediction Sets Can Cause Disparate ImpactCode0
Decision-Focused Uncertainty QuantificationCode0
Uncertainty-Guided Enhancement on Driving Perception System via Foundation Models—0
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering—0
Conformal Prediction for Dose-Response Models with Continuous TreatmentsCode0
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless SystemsCode0
Posterior Conformal Prediction—0
Robust Deep Reinforcement Learning for Volt-VAR Optimization in Active Distribution System under Uncertainty—0
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
Adjusting Regression Models for Conditional Uncertainty CalibrationCode0
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors—0
Neurosymbolic Conformal Classification—0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes—0
A Data Envelopment Analysis Approach for Assessing Fairness in Resource Allocation: Application to Kidney Exchange Programs—0
Reliable Multi-View Learning with Conformal Prediction for Aortic Stenosis Classification in EchocardiographyCode0
Conformal Prediction in Dynamic Biological Systems—0
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers—0
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