Marco P. E. Apolinario

CODE-CL: Conceptor-Based Gradient Projection for Deep Continual Learning

Continual learning (CL) -- the ability to progressively acquire and integrate new concepts -- is essential to intelligent systems to adapt to dynamic environments. However, deep neural networks struggle with catastrophic forgetting (CF) when learning tasks sequentially, as training for new tasks oft…