Distribution-Conditioned Task Routing for Class-Incremental Learning

Longhuan Xu, Zhipeng Zhou, Wei Ji +3

Parameter-efficient adaptation enables continual learners to acquire task-specific knowledge through compact model updates while maintaining strong within-task performance. However…