AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search

J Lee, B Ham - Proceedings of the IEEE/CVF Conference …, 2024 - openaccess.thecvf.com
Training-free network architecture search (NAS) aims to discover high-performing networks
with zero-cost proxies capturing network characteristics related to the final performance …

UP-NAS: Unified Proxy for Neural Architecture Search

YC Huang, WH Li, CH Tsou… - Proceedings of the …, 2024 - openaccess.thecvf.com
Recently zero-cost proxies for neural architecture search (NAS) have attracted increasing
attention. They allow us to discover top-performing neural networks through architecture …

Characterizing trainability, expressivity, and generalization of neural architecture with metrics from neural tangent kernel

X Chen, J Li, F Amin, H Chen, Q Chen - openreview.net
Zero-shot neural architecture search aims to predict multiple characteristics of neural
architectures using proxy indicators without actual training, yet most methods focus on …