Interpretable machine learning
Valerie Chen, Jeffrey Li, Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
Abstract
Computer Vision: Classifier to detect objects in images Use Case: Debug the model by identifying if it uses positive spurious correlations (that is, relies on object Y to detect object X).
Topics & Concepts
CitationComputer scienceArtificial intelligenceLibrary scienceExplainable Artificial Intelligence (XAI)Adversarial Robustness in Machine LearningMachine Learning and Data Classification