Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering. - Shuliang Liu; Songbo Yang; Dong Fang; Sihang Jia; Yuqi Tang; Lingfeng Su; Ruoshui Peng; Yibo Yan; Xin Zou 001; Xuming Hu (ACL (1), 2026)

A Visual Semantic Adaptive Watermark grounded by Prefix-Tuning for Large Vision-Language Model. - Qi Zheng; Shuliang Liu; Yu Huang; Sihang Jia; Jungang Li; Lyuhao Chen; Junhao Chen; Hanqian Li; Aiwei Liu; Yibo Yan; Xuming Hu (CoRR, 2026)

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation. - Sihang Jia; Shuliang Liu; Songbo Yang; Yibo Yan; Xin Zou 001; Xuming Hu (CoRR, 2026)