A recursive least squares framework lets Concept Bottleneck Models add new concepts and classes without gradient updates, reportedly preventing catastrophic forgetting.
McClelland, Bruce L
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Learning New Concepts, Remembering the Old: Continual Learning for Multimodal Concept Bottleneck Models
A recursive least squares framework lets Concept Bottleneck Models add new concepts and classes without gradient updates, reportedly preventing catastrophic forgetting.