Lawson L. S. Wong

Approximate Equivariance in Reinforcement Learning

2024 · arXiv (Cornell University)

Equivariant neural networks have shown great success in reinforcement learning, improving sample efficiency and generalization when there is symmetry in the task. However, in many problems, only approximate symmetry is present, which makes imposing exact …