Continual Learning for Speech Event Detection: Overcoming Catastrophic Forgetting and Disentangling Semantic and Acoustic Events

A novel method called "Double Mixture" that combines a mixture of speech experts and a mixture of memory to effectively mitigate catastrophic forgetting and enhance the model's ability to generalize across different types of speech events.