Preetha Vijayan

TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion

Continual learning (CL) has remained a persistent challenge for deep neural networks due to catastrophic forgetting (CF) of previously learned tasks. Several techniques such as weight regularization, experience rehearsal, and parameter isolation have been proposed to alleviate CF. Despite their rela…