2026
Shapley Neuron Values for Continual Learning: Which Neurons Matter Most?
ICML 2026poster
Continual learning enables neural networks to learn tasks sequentially without forgetting previously acquired knowledge. However, catastrophic forgetting, where performance on earlier tasks degrades sharply when learning new ones, remains a fundamental challenge. We address this problem with Shapley…