Monday 12 September, 12:30-15:30(UTC +9)
Program
Workshop Keynotes
Keynote 1: “Edge Intelligence over Wireless: Present and Future”
Mehdi Bennis (University of Oulu, Finland)
Monday 12 September, 12:30-13:20 (UTC+9)
Keynote 1: “What is Semantic Information? From 6G Use Cases to New Foundations”
Jean-Claude Belfiore (Huawei Technologies)
Monday 12 September, 14:40-15:30 (UTC+9)
Papers
| Time(UTC+9) | Title | Authors |
| 12:30-13:20 | Workshop Keynote 1 Edge Intelligence over Wireless: Present and Future |
Mehdi Bennis (University of Oulu, Finland) |
| 13:25-14:37 | Few-Shot Correlation Estimation for Cross-Camera Video Analytics: A Mean-Field Game Approach | Kaiyang Chen (Shanghai Jiao Tong University, China); Yifei Zhu (Shanghai Jiao Tong University, China); Yuhan Kang (University of Houston, USA); Zhu Han (University of Houston, USA) |
| Cell-Free Data Power Control via Scalable Multi-Objective Bayesian Optimisation | Sergey S. Tambovskiy (KTH Royal Institute of Technology & Ericsson Research, Sweden); Gabor Fodor (Ericsson Research & Royal Institute of Technology (KTH), Sweden); Hugo M Tullberg (Ericsson, Sweden) | |
| HFedMTL: Hierarchical Federated Multi-Task Learning | Xingfu Yi (Zhejiang University, China); Rongpeng Li (Zhejiang University, China); Chenghui Peng (Huawei Technologies co., China); Jianjun Wu (Huawei Technologies Co., Ltd., China); Zhifeng Zhao (Zhejiang Lab, China) | |
| On Analog Distributed Approximate Newton With Determinantal Averaging | Ganesh Sharma (Maynooth University, Ireland); Subhrakanti Dey (Uppsala University, Sweden) | |
| 14:40-15:30 | Workshop Keynote 2 What is Semantic Information? From 6G Use Cases to New Foundations |
Jean-Claude Belfiore (Huawei Technologies) |
Scope
The PIMRC 2022 Workshop on Native-AI in Wireless Networks will take place on 15th September 2022 Virtual Conference. This half-day workshop aims to bring together practitioners and researchers from both academia and industry for discussions and technical presentations on fundamental and practically relevant questions related to the many challenges arising from Native AI paradigm. It will be composed of a technical session, And two invited talks from renowned researchers of the field. In line with such objectives, original contributions are solicited in topics of interest including, but not limited to, the following:
- Concept, architectures, theories, and applications of native-AI in wireless networks;
- Distributed learning architectures empowered by wireless networks;
- Theory for communications and distributed AI/ML;
- Source coding for native-AI wireless networks
- Transmission technologies for native-AI wireless networks;
- Radio resource management for native-AI wireless networks;
- Multi-agent reinforcement learning for and supported by native-AI wireless networks;
- Privacy preservation and secure data sharing schemes;
- AI/ML empowered communications mechanisms.
- AI/ML empowered semantic and goal-oriented communications;
- AI/ML empowered radio environment sensing and decision making;
- Efficient/scalable neural network architectures and training algorithms for wireless communications;
- Low Precision hardware implementation.
- Machine learning for wireless networks.
Organizing Committee
General Chair
Merouane Debbah (Technology Innovation Institute, UAE)
TPC Chair
Ebtesam Almazrouei (Technology Innovation Institute, UAE)
Workshop TPC Co-Chairs
Walid Saad (Virginia Polytechnic Institute and State University, USA)
Daniel Benevides da Costa (Technology Innovation Institute, UAE)
Important Dates
Paper Submission Deadline: 17 June, 2022 Extended to 30 June, 2022 –Closed
Acceptance Notification: 8 July, 2022 Extended to 22 July, 2022
Camera-Ready Due: 1 August, 2022 Extended to 8 August, 2022
Workshop Date: 12 September, 2022