Jean Michael Moorman

NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning

Deep neural networks (DNNs) struggle to learn in dynamic settings because they mainly rely on static datasets. Continual learning (CL) aims to overcome this limitation by enabling DNNs to incrementally accumulate knowledge. A widely adopted scenario in CL is class-incremental learning (CIL) where DN…