1 code implementation • 27 Mar 2024 • Xusheng Cao, Haori Lu, Linlan Huang, Xialei Liu, Ming-Ming Cheng
In class-incremental learning (CIL) scenarios, the phenomenon of catastrophic forgetting caused by the classifier's bias towards the current task has long posed a significant challenge.
no code implementations • 31 Oct 2023 • Xialei Liu, Xusheng Cao, Haori Lu, Jia-Wen Xiao, Andrew D. Bagdanov, Ming-Ming Cheng
We also propose a method for parameter retention in the adapter layers that uses a measure of parameter importance to better maintain stability and plasticity during incremental learning.