@article{eigenshieldcausalsubspacefilteringvia, title = {EigenShield: Causal Subspace Filtering via Random Matrix Theory for Adversarially Robust Vision-Language Models}, author = {Nastaran Darabi and Devashri Naik and Sina Tayebati and Dinithi Jayasuriya and Ranganath Krishnan and Amit Ranjan Trivedi}, year = {2025}, eprint = {2502.14976}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.14976v1}, }