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Chengwei Xia

3 accepted papers

2026

Echoes of Ownership: Adversarial-Guided Dual Injection for Copyright Protection in MLLMs

CVPR 2026

With the rapid deployment of multimodal large language models (MLLMs), disputes regarding model ownership have become increasingly frequent, raising significant concerns about intellectual property protection. In this paper, we propose a framework for generating copyright triggers for MLLMs, enablin

Cited by 0SourcecodeScholar
2024

InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification

IJCAI 2024poster

Semi-supervised image classification, leveraging pseudo supervision and consistency regularization, has demonstrated remarkable success. However, the ongoing challenge lies in fully exploiting the potential of unlabeled data. To address this, we employ information entropy neural estimation to utiliz…