2 citations · 2 across the 2 of their papers we have counts for
3 papers
cs.CV2021
Single-DARTS: Towards Stable Architecture Search
Pengfei Hou, Ying Jin, Yukang Chen
Differentiable architecture search (DARTS) marks a milestone in Neural Architecture Search (NAS), boasting simplicity and small search costs. However, DARTS still suffers from freq…
cs.CV2021
Neural Architecture Search with Random Labels
Xuanyang Zhang, Pengfei Hou, Xiangyu Zhang +1
In this paper, we investigate a new variant of neural architecture search (NAS) paradigm -- searching with random labels (RLNAS). The task sounds counter-intuitive for most existin…
cs.LG2020★ 2 cited
Single-level Optimization For Differential Architecture Search
Pengfei Hou, Ying Jin
In this paper, we point out that differential architecture search (DARTS) makes gradient of architecture parameters biased for network weights and architecture parameters are updat…