Author

Jinqiao Wang

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Preprint Oct 2026

Genesis: Visual Augmentation Primitives for Multimodal Chain-of-Thought Reasoning

Recent multimodal large language models achieve promising results on visual reasoning tasks, approaching human-level performance on existing STEM benchmarks. However, these capabilities degrade under complex real-world scenes. We identify that chain-of-thought reasoning remains largely confined to the linguistic space,...

Fan Yang, Li-Feng Chen, Yi-Pu Wang et al. · 0 citations

Preprint Aug 2026

PixVL: Self-Supervised Training of Pixel-Level MLLMs via a Unified Mask--Text Consistency Cycle

PixVL is a self-supervised post-training framework that introduces a unified Mask--Text Consistency Cycle, enabling pixel-level MLLMs to generate and self-verify regional descriptions and learn from unlabeled data.

Yi-Cheng Xiao, Hao-Xuan Ma, Caorui Li et al. · 0 citations