Guoliang Lin

Towards Better Plasticity-Stability Trade-Off in Incremental Learning: A Simple Linear Connector

Plasticity-stability dilemma is a main problem for incremental learning, where plasticity is referring to the ability to learn new knowledge, and stability retains the knowledge of previous tasks. Many methods tackle this problem by storing previous samples, while in some applications, training data…