Chao Xu

Research on Aggregate-Type Network Communication System Based on Information Sharing

2015

Under the Web 2.0 environment, to break isolation between sites and share information is the development trend of network media as well as the objective needs of netizens. Some network operators have researched on this, …

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 …

DPP-based Client Selection for Federated Learning with Non-IID Data

2023 · arXiv (Cornell University)

This paper proposes a client selection (CS) method to tackle the communication bottleneck of federated learning (FL) while concurrently coping with FL's data heterogeneity issue. Specifically, we first analyze the effect of CS in FL …