Deep Neural Networks As Complex Networks: New Insights
Deep neural networks viewed as complex networks reveal insights into structure & behavior, inspiring new research directions in AI.
This is a Plain English Papers summary of a research paper called Deep Neural Networks via Complex Network Theory: a Perspective. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview This paper presents a perspective on deep neural networks (DNNs) through the lens of complex network theory. The authors explore how concepts from complex network analysis can provide insights into the structure and behavior of deep neural networks. The paper covers related work, the proposed methodology, and a critical analysis of the...