A continual learning method based on a learnable knowledge transfer network: preliminary exploration
Continual learning requires a model to retain knowledge of old tasks while sequentially learning new tasks, but standard neural networks typically suffer from catastrophic forgetting in this setting. To address this challenge, a new method is proposed based on a learnable knowledge transfer network. Specifically, a tra...