Researchers propose AttnPrint, a white-box provenance method for multimodal large language models, and DistillTrace, a black-box auditing tool to detect model infringement and distillation. These solutions aim to safeguard model ownership and prevent illicit deployment and unauthorized distillation of MLLMs.