2025
Suitability Filter: A Statistical Framework for Classifier Evaluation in Real-World Deployment Settings
ICML 2025oral
Deploying machine learning models in safety-critical domains poses a key challenge: ensuring reliable model performance on downstream user data without access to ground truth labels for direct validation. We propose the _suitability filter_, a novel framework designed to detect performance deteriora…