The 2021 IEEE GLOBECOM workshop on “Wireless Communications for Distributed Intelligence” will be held in Madrid, Spain, in December 2021. This workshop aims at investigating and re-defining the roles of wireless communications for decentralized Artificial Intelligence (AI) systems, including distributed sensing, information processing, automatic control, learning and inference.
We invite submissions of original works on the related topics, which include but are not limited to the following:
- Network architecture and protocol design for AI-enabled 6G
- Federated learning (FL) in wireless networks
- Multi-agent reinforcement learning in wireless networks
- Communication efficiency in distributed machine learning (ML)
- Energy efficiency in distributed ML
- Cross-layer (PHY, MAC, network layer) design for distributed ML
- Wireless resource allocation for distributed ML
- Signal processing for distributed ML
- Over-the-air (OTA) computation for FL
- Emerging PHY technologies for OTA FL
- Privacy and security issues of distributed ML
- Adversary-resilient distributed sensing, learning, and inference
- Fault tolerance in distributed stochastic gradient descent (DSGD) systems
- Fault tolerance in multi-agent systems
- Fundamental limits of distributed ML with imperfect communication