Submission Deadline: January 12, 2024
Notification of Acceptance: February 5, 2024
Camera Ready: March 5, 2024
Workshop: May 20, 2024
Deep learning has transformed many areas including the wireless domain. It has significantly unlocked the performance of wireless physical layer design, wireless sensing and wireless security. This workshop aims to bring together practitioners and researchers from both academia and industry for discussion and technical presentations on fundamental and practically relevant questions related to many challenges arising from deep learning for wireless communications, sensing and security. It also aims to provide the industry with fresh insight into the development of deep learning applications in wireless communication and networks.
In line with such objectives, original contributions, for both technical and demo sessions, are solicited on topics of interest to include, but not limited to, the following:
Deep learning for signal detection
Deep learning for channel modeling, estimation and prediction
Deep learning for resource optimization
Deep learning-based signal classification (including technology classification and modulation recognition)
Deep learning-based wireless sensing (including WiFi, mmWave radar, LoRa, RFID, etc)
Deep learning for localization and positioning
Deep learning for wireless security
Deep learning-based radio frequency fingerprint identification
Deep learning for physical layer security
Deep learning for network traffic analysis
Explainable artificial intelligence for deep learning-based wireless communications, sensing, and security
Deep learning for emerging communication applications including intelligent reflection surface, unmanned aerial vehicles
Deep learning for new Internet of things applications
Adversarial attacks on deep learning-based wireless communication, sensing, and security
Professor Shiwen Mao, Auburn University, USA, smao@auburn.edu
Professor Yingying Chen, Rutgers University, USA, yingche@scarletmail.rutgers.edu
Professor Carlo Fischione, KTH Royal Institute of Technology, Sweden, carlofi@kth.se
Georges Kaddoum, Ecole de Technologie Superieure (ETS), University of Quebec, Canada, georges.kaddoum@etsmtl.ca
Dr. Junqing Zhang, University of Liverpool, UK, junqing.zhang@liverpool.ac.uk
Dr. Xuyu Wang, Florida International University, USA, xuywang@fiu.edu
Shiwen Mao, Auburn University, USA, Title: AIGC for RF Sensing
Xianbin Wang, Western University, Canada, Title Physical Layer Security in 6G Communications: Current Challenges and the Intelligent System Design Perspective
08:30–08:35
Chair: Junqing Zhang
8:35 – 9:35
AIGC for RF Sensing
Shiwen Mao (Auburn University, USA)
09:40–09:56
Finding the Missing Data: A BERT-inspired Approach Against Package Loss in Wireless Sensing
Zijian Zhao (Shenzhen Research Institute of Big Data, China & Sun Yat-Sen University, China); Tingwei Chen (CUHK-Shenzhen, China); Fanyi Meng (The Chinese University of Hong Kong, China); Hang Li, Xiaoyang Li and Guangxu Zhu (Shenzhen Research Institute of Big Data, China)
10:00-10:30
10:30–11:18
An Investigation into the Non-Uniformity of Channel State Information in WiFi Sensing Systems
Aryan Sharma (University of New South Wales, Australia); Deepak Mishra (University of New South Wales (UNSW) Sydney, Australia); Sanjay Jha (University of NSW, Australia); Aruna Seneviratne (University of New South Wales, Australia)
Acoustic Sensing for Fitness Activities Recognition: A Deep Learning Approach
Chen Dai, Weihao Zhou and Linqin Gui (Nanjing University of Posts and Telecommunications, China); Haotong Cao (The Hong Kong Polytechnic University, Hong Kong); Sahil Garg (École de Technologie Supérieure, USA); Fu Xiao (Nanjing University of Posts and Telecommunications, China)
A Vibration Signal Enhancement Scheme for mmWave-based Sound Eavesdropping
Shaoying Wang and Xiaonan Zhang (Florida State University, USA)
11:20–12:24
Multi-Agent RL-Based Industrial AIGC Service Offloading over Wireless Edge Networks
Siyuan Li, Xi Lin and Hansong Xu (Shanghai Jiao Tong University, China); Kun Hua (California Polytechnic State University, USA); Xiaomin Jin (California Polytechnic State University San Luis Obispo, USA); Gaolei Li and Jianhua Li (Shanghai Jiao Tong University, China)
High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models
Selim F. Yilmaz (Imperial College London, United Kingdom (Great Britain)); Xueyan Niu (Theory Lab, Huawei Technologies, Hong Kong); Bo Bai (Huawei Technologies Co., Ltd., Hong Kong); Wei Han (Huawei Technologies Co Ltd, Hong Kong); Lei Deng (Huawei Technologies, Hong Kong); Deniz Gündüz (Imperial College London, United Kingdom (Great Britain))
Federated Learning Based Integrated Sensing, Communications, and Powering Over 6G Massive-MIMO Mobile Networks
Xi Zhang and Qixuan Zhu (Texas A&M University, USA)
Learning-Based Resource Management in Integrated Sensing and Communication Systems
Ziyang Lu, M. Cenk Gursoy, Chilukuri K Mohan and Pramod Varshney (Syracuse University, USA)
12:30–14:00
14:00–15:00
Physical Layer Security in 6G Communications: Current Challenges and the Intelligent System Design Perspective
Xianbin Wang (Western University, Canada)
15:00–15:32
ASR-FED: Agnostic Straggler Resilient Federated Algorithm for Drone Networks Security
Vivian Ukamaka Ihekoronye, Urslla Uchechi Izuazu, Cosmas Ifeanyi Nwakanma, Jae-Min Lee and Dong Seong Kim (Kumoh National Institute of Technology, Korea (South))
Secure Node Identification Through Covert Clock Feature Extraction
Xintao Huan, Wen Chen, Changfan Wu and Jiamin Liu (Beijing Institute of Technology, China); Yixuan Zou (Queen Mary University of London, United Kingdom (Great Britain)); Zhang Shengkang (Beijing Institute of Radio Metrology and Measurement)
15:30-16:00
16:00–16:32
RIS-Assisted Simultaneous Transmission and Secret Key Generation: An ICAS Paradigm
Ning Gao, Yuze Yao, Shi Jin and Cen Li (Southeast University, China); Michail Matthaiou (Queen's University Belfast, United Kingdom (Great Britain))
Joint Design of Balance Mechanism and Compensation Strategy in K-means Clustering Assisted Physical Layer Key Generation
Yufan Song, Liquan Chen, Tianyu Lu, Peng Zhang and Hu Aiqun (Southeast University, China)
16:35–17:39
Backdoor Attacks Against Low-Earth Orbit Satellite Fingerprinting
Tianya Zhao, Ningning Wang, Yanzhao Wu, Wenbin Zhang and Xuyu Wang (Florida International University, USA)
Towards Channel-Resilient CSI-Based RF Fingerprinting using Deep Learning
Ruiqi Kong and He Chen (The Chinese University of Hong Kong, Hong Kong)
Design of Noise Robust Open-Set Radio Frequency Fingerprint Identification Method
Min Wang, Linning Peng and Lingnan Xie (Southeast University, China); Junqing Zhang (University of Liverpool, United Kingdom (Great Britain)); Ming Liu (Beijing Jiaotong University & Beijing Key Lab of Transportation Data Analysis and Mining, China); Hua FU (Southeast University, China)
Optic Fingerprint: Enhancing Security in Visible Light Communication Networks
Xuanbang Chen (Nanchang University, China); Ziqi Liu and Xun Zhang (Institut Superieur d Electronique de Paris, France); Yuhao Wang (Nanchang University, China); Dayu Shi (ISEP, France); Xiaodong Liu (Nanchang University, China & Institut Supérieur d Electronique de Paris, France)
17:40–17:45
Chair: Junqing Zhang