Lei Deng

Boosting Knowledge Transfer and Retention with Brain-inspired Multi-View Incremental Learning

Inspired by underlying neural processing mechanisms, a novel view incremental learning framework named Hebbian View Orthogonal Projection is proposed, which constructs a knowledge transfer space, where gradient updates are projected onto the orthogonal complement of historical representations, thereby mitigating interf...