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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 201–250 of 704 papers

TitleStatusHype
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning—0
Robust Conformal Prediction with a Single Binary Certificate—0
Conformal Prediction with Upper and Lower Bound Models—0
Conformal forecasting for surgical instrument trajectory—0
Conformal prediction of future insurance claims in the regression problem—0
Improving the statistical efficiency of cross-conformal predictionCode0
CONSeg: Voxelwise Glioma Conformal Segmentation—0
State-Dependent Conformal Perception Bounds for Neuro-Symbolic Verification of Autonomous Systems—0
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems—0
Universality of conformal prediction under the assumption of randomness—0
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift—0
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage—0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction—0
Volume Optimality in Conformal Prediction with Structured Prediction Sets—0
Rectifying Conformity Scores for Better Conditional Coverage—0
Joint Registration and Conformal Prediction for Partially Observed Functional Data—0
Sparse Activations as Conformal PredictorsCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts—0
Conformal Prediction as Bayesian Quadrature—0
A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems—0
The Relationship between No-Regret Learning and Online Conformal Prediction—0
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreakCode0
Relational Conformal Prediction for Correlated Time Series—0
Image Super-Resolution with Guarantees via Conformalized Generative Models—0
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals—0
Partial-Label Learning with Conformal Candidate Cleaning—0
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System PerceptionCode0
Conformal Prediction Regions are Imprecise Highest Density Regions—0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction—0
Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language ModelsCode0
Flow-based Conformal Prediction for Multi-dimensional Time Series—0
Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems—0
Robust Conformal Outlier Detection under Contaminated Reference DataCode0
Conformal Prediction for Electricity Price Forecasting in the Day-Ahead and Real-Time Balancing Market—0
Efficient distributional regression trees learning algorithms for calibrated non-parametric probabilistic forecasts—0
Calibrated Physics-Informed Uncertainty Quantification—0
Conformal Uncertainty Indicator for Continual Test-Time Adaptation—0
Multivariate Conformal Prediction using Optimal Transport—0
FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems—0
Parametric Scaling Law of Tuning Bias in Conformal PredictionCode0
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents—0
Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks—0
Conformal Prediction in Hierarchical Classification—0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach—0
Optimal Transport-based Conformal Prediction—0
Robust Online Conformal Prediction under Uniform Label Noise—0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction—0
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