Generating Neural Network Architectures with Conditional Graph Normalizing Flows

Lichuan Xiang, Łukasz Dudziak, Abhinav Mehrotra, Mohamed S Abdelfattah, Nicholas Donald Lane, Hongkai Wen

TL;DR: A generative NAS method that can discover better neural architectures beyond the scope of the initial NAS search spaces.

Keywords: Neural Architecture Search, Generative Models, Graph Normalizing Flows

Optional Submission Checklist: Yes

Broader Impact Statement: Yes

Paper Availability And License: Yes

Code Of Conduct: Yes

Cpu Hours: 12

Gpu Hours: 12

Tpu Hours: 0

Submission Number: 6