Runze Ye

Turning the Tables: Enabling Backward Transfer via Causal-Aware LoRA in Continual Learning

Current parameter-efficient fine-tuning (PEFT) methods have shown superior performance in continual learning. However, most existing PEFT-based methods focus on mitigating catastrophic forgetting by limiting modifications to the old task model caused by new tasks. This hinders backward knowledge tra…