Explore Federated Learning Schemes

Background: Ensuring data privacy and secure collaboration across distributed sensor networks requires advanced decentralized machine learning techniques.

Question / Future Work: Another important direction for future research is the exploration of federated learning schemes to enable privacy-preserving model sharing across distributed monitoring networks, which can also contribute to improving generalization across diverse urban environments.