Citation

This is the code for the CaLoRA accepted by NeurIPS 2025, "Turning the Tables: Enabling Backward Transfer via Causal-Aware LoRA in Continual Learning". More detailed code execution instructions will be published in the near future.

Please cite our paper if you use the code:

@InProceedings{CaLoRA_NeurIPS,
    author    = {Chaoyang Li, Runze Ye, Jianyang Qin, Jinhao Cui, Lingzhi Wang, Ning Hu, and Liao, Qing},
    title     = {Turning the Tables: Enabling Backward Transfer via Causal-Aware LoRA in Continual Learning},
    booktitle = {Proceedings of the Annual Conference on Neural Information Processing Systems (NeurIPS)},
    year      = {2025}
}