Jiaye Yang

BTSP-CAM: A Brain-Inspired Geometric Memory for Class-Incremental Learning

Gradient-based optimization in class-incremental learning (CIL) often faces the plasticity–stability dilemma, since continuous weight updates can distort decision boundaries learned from earlier tasks. We revisit this problem from the viewpoint of stochastic geometric memory allocation and propose B…