Author

Liang-Jian Wen

2 papers indexed here

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Review Sep 2026

Dependency, Compression, and Synergy: A Unified Information-Theoretic View of Multimodal Learning

Recent advances in multimodal foundation models have intensified the need to understand how different modalities share, preserve, and complement information. Mutual Information (MI), the Information Bottleneck (IB), and Partial Information Decomposition (PID) provide complementary perspectives, yet existing studies oft...

Liang-Jian Wen, Lin Li, Jiang Duan et al. · 1 citation

Preprint Sep 2026

Pay More Attention To Text In High-Resolution MLLMs

Failures of high-resolution MLLMs are commonly attributed to a visual problem, motivating zooming, cropping, and related visual interventions to recover fine-grained evidence or suppress interference. Yet recent studies suggest that relevant visual evidence is already encoded in intermediate representations, indicating...

Z. Mao, Wen-Zhuo Zhao, Xian-Jie Liu et al. · 0 citations