@article{readingthecelldesigningthecureperturbati, title = {Reading the Cell, Designing the Cure: Perturbation-Conditioned Molecular Diffusion for Function-Oriented Drug Design}, author = {Ziyu Xu and Zijian Zhang and Liang Wang and Zhiyuan Liu and Qiang Liu and Shu Wu and Liang Wang}, year = {2026}, eprint = {2605.15243}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.15243}, }