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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xinchen Chu

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Review Open access Aug 2026

Collaborative Control in Diffusion Models for Precise Image Generation: A Survey

Overall, collaborative control reframes precise diffusion generation as a coordinated modeling and optimization problem involving models, conditions, schedulers, and evaluators as well as reliable benchmarks that jointly measure constraint satisfaction and efficiency.

Jingzhong Qi, Wei Xu, Qing Zhu et al. · 0 citations

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