ColonelAdaptAI a prototype guided perturbation learning framework for stable continual neural network adaptation

Continual learning has become a necessity for intelligent systems operating in dynamic environments where new tasks arrive one after another, such as in multi-task reinforcement learning. While traditional deep learning models perform exceptionally well in static settings, they suffer from catastrop