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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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Ke-Xin Chen

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Preprint Aug 2026

Direct, Parallel, or Sequential? A Comparative Study of Training-Free Multi-Subject Image-to-Video Generation

A systematic study of three representative paradigms for training-free multi-subject I2V generation: direct, parallel, and sequential generation, revealing the strengths and limitations of each paradigm and offering practical insights for designing controllable multi-subject video generation systems.

Yan Qi, Ke-Xin Chen, Mu-Chao Ye et al. · 0 citations

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