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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

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Jian Zhang

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Jul 2026

PC-Edit: Prompt-Contrastive Region Discovery and Region-Guided Editing

Experiments on PIE-Bench and the EditRegion-Bench, with human-verified edit-region annotations for single- and multi-object addition and replacement, show that PC-Edit achieves the best editing quality and background preservation among methods without user-specified edit regions.

Jian Zhang, Zhijun Zhang · 0 citations

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