Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment

Haoyuan Wang, Xiaohao Liu, Jiajie Su +2

Multimodal large language models (MLLMs) need efficient mechanisms to update knowledge without degrading existing capabilities. While intrinsic multimodal knowledge editing achieve…