Hanting Chen

A Semi-Supervised Assessor of Neural Architectures

2020 · arXiv (Cornell University)

Neural architecture search (NAS) aims to automatically design deep neural networks of satisfactory performance. Wherein, architecture performance predictor is critical to efficiently value an intermediate neural architecture. But for the training of this predictor, a …

Universal Adder Neural Networks

2021 · arXiv (Cornell University)

Compared with cheap addition operation, multiplication operation is of much higher computation complexity. The widely-used convolutions in deep neural networks are exactly cross-correlation to measure the similarity between input feature and convolution filters, which involves …