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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 351–375 of 704 papers

TitleStatusHype
Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction—0
Know Where You're Uncertain When Planning with Multimodal Foundation Models: A Formal Framework—0
Language Models with Conformal Factuality Guarantees—0
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees—0
Learning Cellular Network Connection Quality with Conformal—0
A Conformal Predictive Measure for Assessing Catastrophic Forgetting—0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling—0
Learning Pareto-Efficient Decisions with Confidence—0
Learning Robust Decision Policies from Observational Data—0
Learning Temporal Logic Predicates from Data with Statistical Guarantees—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts—0
Making learning more transparent using conformalized performance prediction—0
MARCO: Hardware-Aware Neural Architecture Search for Edge Devices with Multi-Agent Reinforcement Learning and Conformal Prediction Filtering—0
MD-split+: Practical Local Conformal Inference in High Dimensions—0
Meta-Analysis with Untrusted Data—0
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction—0
Adversarially Robust Conformal Prediction—0
Mirror Online Conformal Prediction with Intermittent Feedback—0
Mitigating LLM Hallucinations via Conformal Abstention—0
ACHO: Adaptive Conformal Hyperparameter Optimization—0
Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting—0
Predictive Inference with Weak Supervision—0
Conformal calibrators—0
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