sparse-adapters

JumpLoRA introduces a novel sparse adapter framework for continual learning in LLMs using JumpReLU gating to dynamically isolate task parameters and prevent catastrophic forgetting. The method enhances LoRA-based approaches and outperforms state-of-the-art continual learning methods like ELLA.