Abstract: Deep learning-based protein function analysis is rapidly advancing, but most methods rely heavily on labeled data, which is typically scarce due to the need for expensive wet lab experiments ...

Abstract: Few-shot class-incremental learning (FSCIL) presents a significant challenge in machine learning, requiring models to integrate new classes from limited examples while preserving performance ...