Human-AI shared control allows human to interact and collaborate with autonomous agents to accomplish control tasks in complex environments.

However, the "sparse-to-dense" paradigm complicates the pipeline of SSOD, and

Personalised federated learning (FL) aims at collaboratively learning a machine learning model tailored for each client.

Adversarial online learning is a well-studied framework for sequential decision making with numerous applications.