output
20162025
most citedDeep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach

539 citations

Showing 2020Show all

6 papers · 1 filter

cs.LG2020★ 45 cited

Towards Communication-efficient and Attack-Resistant Federated Edge Learning for Industrial Internet of Things

Yi Liu, Ruihui Zhao, Jiawen Kang +3

Federated Edge Learning (FEL) allows edge nodes to train a global deep learning model collaboratively for edge computing in the Industrial Internet of Things (IIoT), which signific…

cs.CL2020★ 27 cited

Unseen Target Stance Detection with Adversarial Domain Generalization

Zhen Wang, Qiansheng Wang, Chengguo Lv +2

Although stance detection has made great progress in the past few years, it is still facing the problem of unseen targets. In this study, we investigate the domain difference betwe…

eess.SP2020★ 227 cited

Federated Learning in the Sky: Aerial-Ground Air Quality Sensing Framework with UAV Swarms

Yi Liu, Jiangtian Nie, Xuandi Li +3

Due to air quality significantly affects human health, it is becoming increasingly important to accurately and timely predict the Air Quality Index (AQI). To this end, this paper p…

cs.LG2020★ 539 cited

Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach

Yi Liu, Sahil Garg, Jiangtian Nie +4

Since edge device failures (i.e., anomalies) seriously affect the production of industrial products in Industrial IoT (IIoT), accurately and timely detecting anomalies is becoming…

cs.NI2020★ 424 cited

Federated Learning for 6G Communications: Challenges, Methods, and Future Directions

Yi Liu, Xingliang Yuan, Zehui Xiong +3

As the 5G communication networks are being widely deployed worldwide, both industry and academia have started to move beyond 5G and explore 6G communications. It is generally belie…

physics.optics2020★ 65 cited

Nonlinear wavefront control by geometric-phase dielectric metasurfaces: Influence of mode field and rotational symmetry

Bingyi Liu, Basudeb Sain, Bernhard Reineke +5

Nonlinear Pancharatnam-Berry phase metasurfaces facilitate the nontrivial phase modulation for frequency conversion processes by leveraging photon-spin dependent nonlinear geometri…