@article{domedicalvisionlanguagemodelsactuallysee, title = {Do Medical Vision Language Models Actually See? A Counterfactual Grounding Framework and Hard-Negative Contrastive Training for Visually-Reliant Medical VLMs}, author = {Anas Zafar and Leema Krishna Murali and Siddhant Bharadwaj and Ashish Vashist and Jia Wu}, year = {2026}, eprint = {2607.03647}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.03647}, }