@article{bivlmpushingultralowprecisionposttrainin, title = {Bi-VLM: Pushing Ultra-Low Precision Post-Training Quantization Boundaries in Vision-Language Models}, author = {Xijun Wang and Junyun Huang and Rayyan Abdalla and Chengyuan Zhang and Ruiqi Xian and Dinesh Manocha}, year = {2025}, eprint = {2509.18763}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.18763}, }