activity
20202022
most citedA Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms

4 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2022

DAS: Neural Architecture Search via Distinguishing Activation Score

Yuqiao Liu, Haipeng Li, Yanan Sun +1

Neural Architecture Search (NAS) is an automatic technique that can search for well-performed architectures for a specific task. Although NAS surpasses human-designed architecture…

cs.NE2022★ 1 cited

Architecture Augmentation for Performance Predictor Based on Graph Isomorphism

Xiangning Xie, Yuqiao Liu, Yanan Sun +2

Neural Architecture Search (NAS) can automatically design architectures for deep neural networks (DNNs) and has become one of the hottest research topics in the current machine lea…

cs.NE2021

Evolving Deep Neural Networks for Collaborative Filtering

Yuhan Fang, Yuqiao Liu, Yanan Sun

Collaborative Filtering (CF) is widely used in recommender systems to model user-item interactions. With the great success of Deep Neural Networks (DNNs) in various fields, advance…

cs.NE2021

BenchENAS: A Benchmarking Platform for Evolutionary Neural Architecture Search

Xiangning Xie, Yuqiao Liu, Yanan Sun +3

Neural architecture search (NAS), which automatically designs the architectures of deep neural networks, has achieved breakthrough success over many applications in the past few ye…

cs.LG2021

Homogeneous Architecture Augmentation for Neural Predictor

Yuqiao Liu, Yehui Tang, Yanan Sun

Neural Architecture Search (NAS) can automatically design well-performed architectures of Deep Neural Networks (DNNs) for the tasks at hand. However, one bottleneck of NAS is the p…

cs.LG2020★ 4 cited

A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms

Yanan Sun, Xian Sun, Yuhan Fang +1

Evolutionary Neural Architecture Search (ENAS) can automatically design the architectures of Deep Neural Networks (DNNs) using evolutionary computation algorithms. However, most EN…