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Shang-Yi Zheng

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#artificial intelligence Preprint Oct 2026

Beyond Visual Enhancement: Adaptive Multi-Context Steering to Mitigate LVLM Hallucinations

Hallucination remains a significant challenge in Large Vision-Language Models (LVLMs). Existing training-free methods generally mitigate hallucinations through contrastive decoding or visual enhancement, often increasing the relative influence of visual evidence during generation. This raises a fundamental question: Ca...

Shu-Ran Ma, Jia-Le Li, Yu-Xi Dong et al. · 0 citations
#artificial intelligence Preprint Sep 2026

TTSE: A Two-Track Online Self-Evolution Framework

This paper proposes TTSE (Two-Track Self-Evolution), a dual-track online self-evolution framework that separates evolving knowledge into FACT (environmental facts, whose reliability is continuously verified through interaction evidence) and TIP (task-conditioned implementation procedures), and broadly compatible with e...

Rui-Min Pei, Yong-Kang Wu, Shang-Yi Zheng et al. · 0 citations

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