Read Between the Layers: Leveraging Intra-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models

no code implementations • 13 Dec 2023 • Kyra Ahrens, Hans Hergen Lehmann, Jae Hee Lee, Stefan Wermter

We address the Continual Learning (CL) problem, wherein a model must learn a sequence of tasks from non-stationary distributions while preserving prior knowledge upon encountering new experiences.

Class Incremental Learning Incremental Learning