Towards Reversible Forgetting: Managing Obsolete Knowledge in Continual Enterprise AI Agents

Nilutpaul Sarker Yash, Tirtho Roy, Ushashi Bhattacharjee

Continual learning has traditionally treated forgetting as a failure, emphasizing preservation of previously acquired knowledge as environments evolve. We argue that this objective…