13 citations · 17 across the 4 of their papers we have counts for
4 papers
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…
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…
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…
Elements of Effective Deep Reinforcement Learning towards Tactical Driving Decision Making
Jingchu Liu, Pengfei Hou, Lisen Mu +2
Tactical driving decision making is crucial for autonomous driving systems and has attracted considerable interest in recent years. In this paper, we propose several practical comp…