@article{visualperturbationandadaptivehard, title = {Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models}, author = {Xin Huang and Ruibin Li and Tong Jia and Wei Zheng and Ya Wang}, year = {2025}, eprint = {2505.15576}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.15576v1}, }