TahaKoleilat/Evi-Steer

Reproducing Results

Run the following scripts to use the checkpoints and get testing results:

(1) Few-shot evaluation setting

You can evaluate the few-shot results by downloading the models from here, placing the models in checkpoints, then running the following:

bash scripts/eval_fewshot.sh

(2) Domain generalization setting

You can evaluate the domain generalization results by downloading the models from here, placing the models in checkpoints, then running the following:

bash scripts/eval_dg.sh

Citation

If you use our work, please consider citing:

@article{koleilat2026evi,
  title={Evi-Steer: Learning to Steer Biomedical Vision-Language Models through Efficient and Generalizable Evidential Tuning},
  author={Koleilat, Taha and Rivaz, Hassan and Xiao, Yiming},
  journal={arXiv preprint arXiv:2605.26292},
  year={2026}
}