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Reliability in Machine Learning

Thomas Grote, Konstantin Genin, Emily Sullivan

2024Philosophy Compass26 citationsDOIOpen Access PDF

Abstract

Abstract Issues of reliability are claiming center‐stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning – as far as they are concerned with reliability.

Topics & Concepts

Reliability (semiconductor)Computer scienceKey (lock)Artificial intelligenceMachine learningComputer securityPhysicsPower (physics)Quantum mechanicsExplainable Artificial Intelligence (XAI)Adversarial Robustness in Machine LearningMachine Learning and Data Classification
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