Thang Doan

Building a Subspace of Policies for Scalable Continual Learning

2022 · arXiv (Cornell University)

The ability to continuously acquire new knowledge and skills is crucial for autonomous agents. Existing methods are typically based on either fixed-size models that struggle to learn a large number of diverse behaviors, or growing-size …