Masoumeh Chapariniya

Meta-Replay with Adaptive Feature Fusion: A Scalable, Memory-Efficient Framework for Continual Learning

2025

Continual learning (CL) mandates the capacity to learn novel tasks sequentially while preserving knowledge from previously encountered ones. However, deep networks trained strictly incrementally often suffer from catastrophic forgetting, where updates for new tasks overwrite …