3 papers
cs.LG2023
Small Temperature is All You Need for Differentiable Architecture Search
Jiuling Zhang, Zhiming Ding
Differentiable architecture search (DARTS) yields highly efficient gradient-based neural architecture search (NAS) by relaxing the discrete operation selection to optimize continuo…
cs.LG2023
Rethink DARTS Search Space and Renovate a New Benchmark
Jiuling Zhang, Zhiming Ding
DARTS search space (DSS) has become a canonical benchmark for NAS whereas some emerging works pointed out the issue of narrow accuracy range and claimed it would hurt the method ra…
cs.LG2021
Delve into the Performance Degradation of Differentiable Architecture Search
Jiuling Zhang, Zhiming Ding
Differentiable architecture search (DARTS) is widely considered to be easy to overfit the validation set which leads to performance degradation. We first employ a series of explora…