Methods for identifying emergent concepts in deep neural networks

Summary: The present perspective discusses methods to detect concepts in internal representations (hidden layers) of deep neural networks (DNNs), such as network dissection, feature visualization, and testing with concept activation vectors (TCAV). I argue that these methods provide evidence that DN...

Full description

Bibliographic Details
Main Author: Tim Räz
Format: Article
Language:English
Published: Elsevier 2023-06-01
Series:Patterns
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S266638992300106X