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interpretable machine learning
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interpretable-machine-learning-231ca23a·1 events·first seen 28d agoAliases: interpretable machine learning
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automated mechanistic interpretabilityinterpretabilityneural network interpretabilitymechanistic interpretabilityThinking Machines Interaction ModelMachine Translation (MT)machine teachingAnatomy of Post-Training: Using Interpretability to Characterize Data and Shape the Learning SignalStructured Interactive LearningThinking Machinesmeta-learningOpenML
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Interpretable Machine Learning Through Teaching
OpenAI published a method in 2018 that trains AI systems to teach each other using examples that are also interpretable to humans. The approach automatically selects maximally informative examples to convey a concept, such as representative images for a category like 'dogs'. Experiments showed the method effective at teaching both AI systems and humans, bridging machine learning interpretability with pedagogical example selection.