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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Huai-Song Zhang

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Preprint Oct 2026

Blame Errant Words, Not the Canvas: Defect-Aware Spatial Credit Assignment for Visual Text Generation

Recent reinforcement learning approaches have improved visual text generation, yet generated images still suffer from incorrect wording and malformed glyphs. We identify two coupled limitations: recognition-based rewards often overlook visible glyph defects, while whole-image scalar feedback obscures the uneven quality...

Su-Jie Hu, Huai-Song Zhang, Pu-Jing Yang et al. · 2 citations
#artificial intelligence Preprint Nov 2026

WeLM-Image: A Unified Image Generation Model towards Visual Intelligence

We present \textbf{WeLM-Image}, a unified image foundation model that integrates multimodal understanding into text-to-image generation, instruction-guided editing, and multi-reference synthesis. Designed for single-GPU deployment in WeChat's large-scale consumer applications, the model processes text, reference images...

Can-Miao Fu, Chen Li, Guo-Hui Zhang et al. · 0 citations

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