Online-LoRA

The authors provide code and show in their paper a manner of enabling online-lora to finetune pre-trained Vision Transformers (ViT)s in real time, thereby addressing the issues with reherasl buffers. They use dynamic loss values to ensure automatic recognition of data distribution shipfts and a novel online weight regularization strategy for combining different model parameters.

![image](https://github.com/user-attachments/assets/b2800849-e6b4-43a2-822a-5686f4e4f400)
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