DataFunTalk

Apr 30, 2020 · Artificial Intelligence

Weight‑Sharing Neural Architecture Search: Challenges, Methods, and Future Directions

This article reviews the major challenges of AI—data, model, and knowledge—explains why automated machine learning and neural architecture search are crucial, analyzes weight‑sharing NAS algorithms and their instability, presents various improved DARTS‑based methods, and discusses experimental results and future research directions.