no code implementations • 12 Mar 2024 • Xiaozhou Ye, Kevin I-Kai Wang
To bridge this gap, our study introduces a Conditional Variational Autoencoder with Universal Sequence Mapping (CVAE-USM) approach, which addresses the unique challenges of time-series domain adaptation in HAR by relaxing the i. i. d.
no code implementations • 12 Mar 2024 • Xiaozhou Ye, Waleed H. Abdulla, Nirmal Nair, Kevin I-Kai Wang
To address this challenge, we introduce the Deep Temporal State Domain Adaptation (DTSDA) model, an innovative approach tailored for time series domain adaptation in cross-user HAR.
no code implementations • 12 Mar 2024 • Xiaozhou Ye, Kevin I-Kai Wang
$ and do not consider the knowledge of temporal relation hidden in time series data for aligning data distribution.
no code implementations • 12 Mar 2024 • Xiaozhou Ye, Kouichi Sakurai, Nirmal Nair, Kevin I-Kai Wang
Sensor-based Human Activity Recognition (HAR) is crucial in ubiquitous computing, analysing behaviours through multi-dimensional observations.
no code implementations • 12 Mar 2024 • Xiaozhou Ye, Kevin I-Kai Wang
Addressing this oversight, our research presents the Deep Generative Domain Adaptation with Temporal Attention (DGDATA) method.
no code implementations • 21 Jul 2023 • Ye Ouyang, Yaqin Zhang, Xiaozhou Ye, Yunxin Liu, Yong Song, Yang Liu, Sen Bian, Zhiyong Liu
Through the study of GPT, a typical representative of AIGC, the authors have analyzed how GPT empowers the telecom sector in the form of scenarios, discussed the gap between the current GPT general model and telecom services, proposed for the first time a Telco Augmented Cognition capability system, provided answers to how to construct a telecom service GPT in the telecom sector, and carried out various practices.
no code implementations • 13 Mar 2023 • Hao Wen, Yuanchun Li, Zunshuai Zhang, Shiqi Jiang, Xiaozhou Ye, Ye Ouyang, Ya-Qin Zhang, Yunxin Liu
Model elastification generates a high-quality search space of model architectures with the guidance of a developer-specified oracle model.
no code implementations • 23 Nov 2022 • Yang Liu, Yan Kang, Tianyuan Zou, Yanhong Pu, Yuanqin He, Xiaozhou Ye, Ye Ouyang, Ya-Qin Zhang, Qiang Yang
Motivated by the rapid growth in VFL research and real-world applications, we provide a comprehensive review of the concept and algorithms of VFL, as well as current advances and challenges in various aspects, including effectiveness, efficiency, and privacy.
no code implementations • 22 Sep 2022 • Aidong Yang, Mohan Wu, Boquan Cheng, Xiaozhou Ye, Ye Ouyang
This paper enlightens the RL application on CNC orchestration.
no code implementations • 22 Jul 2022 • Jiacheng Yin, Wenwen Li, Xidong Wang, Xiaozhou Ye, Ye Ouyang
With the development of 4G/5G, the rapid growth of traffic has caused a large number of cell indicators to exceed the warning threshold, and network quality has deteriorated.