2026
Sharp-Wave Ripples Learning: A Bio-Inspired Incremental Learning Method
IJCAI 2026
The primary challenge in incremental learning for deep neural networks (DNNs) lies in balancing memory stability with learning plasticity as they incrementally acquire new knowledge. Existing incremental learning methods typically require storing portions of old datasets or relying on specialized ne