Author

Tian-Qu Zhuang

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#machine learning Preprint Aug 2026

Weak Ties, Strong Signals: Efficient Training Data Detection in Diffusion LLMs via Independent Token Sampling

ITS is proposed, a query-efficient framework that uses an attention-derived pairwise dependency proxy to approximate the CMI-aware selection criterion and incorporates a diversity-promoting strategy to improve token coverage across sampling rounds, yielding aggregated token-wise signals that are less affected by depend...

Hong-Yao Yu, Tian-Qu Zhuang, Zi-Yuan Xu et al. · 0 citations

Preprint Aug 2026

Beyond Illumination: A Conditional Mutual Information-Guided Network for Low-Light Image Enhancement

Low-light image enhancement (LLIE) seeks to restore structural fidelity, natural color rendition, and proper exposure from images captured under inadequate lighting conditions. Recent state-of-the-art approaches, such as CIDNet, adopt a dual-branch architecture comprising a chrominance (HV) branch and an intensity (I)...

Yanxin Guan, Shaonan Zhang, Tao Dai et al. · 0 citations