590 citations · 956 across the 6 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.DM2019★ 7 cited
Enumerating Unique Computational Graphs via an Iterative Graph Invariant
Chris Ying
In this report, we describe a novel graph invariant for computational graphs (colored directed acylic graphs) and how we used it to generate all distinct computational graphs up to…
cs.LG2019★ 252 cited
NAS-Bench-101: Towards Reproducible Neural Architecture Search
Chris Ying, Aaron Klein, Esteban Real +3
Recent advances in neural architecture search (NAS) demand tremendous computational resources, which makes it difficult to reproduce experiments and imposes a barrier-to-entry to r…
cs.LG2019★ 12 cited
Large-Batch Training for LSTM and Beyond
Yang You, Jonathan Hseu, Chris Ying +3
Large-batch training approaches have enabled researchers to utilize large-scale distributed processing and greatly accelerate deep-neural net (DNN) training. For example, by scalin…