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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
Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series—0
Human-Calibrated Automated Testing and Validation of Generative Language Models—0
Conformal Prediction for Hierarchical Data—0
Hierarchical Spatio-Temporal Uncertainty Quantification for Distributed Energy Adoption—0
Theoretical Foundations of Conformal Prediction—0
Enforcing Cooperative Safety for Reinforcement Learning-based Mixed-Autonomy Platoon Control—0
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging—0
Conformalized Credal Regions for Classification with Ambiguous Ground Truth—0
Multi-model Ensemble Conformal Prediction in Dynamic EnvironmentsCode0
A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation DisagreementCode0
Powerful batch conformal prediction for classification—0
Semiparametric conformal prediction—0
Conformal-in-the-Loop for Learning with Imbalanced Noisy DataCode0
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI—0
Strategic Conformal Prediction—0
Conformal Risk Minimization with Variance ReductionCode0
Know Where You're Uncertain When Planning with Multimodal Foundation Models: A Formal Framework—0
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
Toward Conditional Distribution Calibration in Survival PredictionCode1
Conformal Prediction for Multimodal RegressionCode0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation—0
Target Strangeness: A Novel Conformal Prediction Difficulty EstimatorCode0
Building Conformal Prediction Intervals with Approximate Message PassingCode0
SPARC: Prediction-Based Safe Control for Coupled Controllable and Uncontrollable Agents with Conformal Predictions—0
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
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
Data-light Uncertainty Set Merging with Admissibility: Synthetics, Aggregation, and Test Inversion—0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning—0
Inductive Conformal Prediction under Data Scarcity: Exploring the Impacts of Nonconformity Measures—0
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction SetsCode3
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
KACQ-DCNN: Uncertainty-Aware Interpretable Kolmogorov-Arnold Classical-Quantum Dual-Channel Neural Network for Heart Disease Detection—0
Conformal Prediction: A Data Perspective—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
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