الباحثون

Huijuan Wang

المنشورات 2

نسخة أولية وصول مفتوح

Recursive Self-Improvement in Unified Multimodal Models

Huijuan Wang, Chufan Shi, Cheng Yang وآخرون · 2026

Unified multimodal models (UMMs) understand and generate both text and images, which lets a model produce its own training data. Existing self-improvement in UMMs keeps supervision on the visual side, where image understanding judges image generation. We propose recursive cross-capability self-improvement (RSI), a trai …

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InfoEdit: Probing Global Layout Reasoning in Infographic Editing

Cheng Yang, Chufan Shi, Huijuan Wang وآخرون · 2026

Multimodal foundation models edit natural photographs at production quality, yet the same models struggle with structured visual content such as infographics. Unlike photographs, infographics encode information through logical relations; editing one element often requires surrounding elements to be adapted. We refer to …

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