2025
Navigating Semantic Drift in Task-Agnostic Class-Incremental Learning
ICML 2025oral
Class-incremental learning (CIL) seeks to enable a model to sequentially learn new classes while retaining knowledge of previously learned ones. Balancing flexibility and stability remains a significant challenge, particularly when the task ID is unknown. To address this, our study reveals that the…