Task Switching Without Forgetting via Proximal Decoupling

Implement a proximal decoupling optimization framework for continual learning. This provides a clean interface for researchers to experiment with task-specific parameter protection without modifying gradient updates.

Suggested repo: prox-decouple

"Learn new tricks without forgetting your old ones."

Estimated effort: 35h