2026
Detect, Decide, Unlearn: A Transfer-Aware Framework for Continual Learning
ICLR 2026poster
Continual learning (CL) aims to continuously learn new tasks from data streams. While most CL research focuses on mitigating catastrophic forgetting, memorizing outdated knowledge can cause negative transfer, where irrelevant prior knowledge interferes with new task learning and impairs adaptability…