@article{uniworldv2reinforceimageeditingwithdiffu, title = {Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback}, author = {Zongjian Li and Zheyuan Liu and Qihui Zhang and Bin Lin and Feize Wu and Shenghai Yuan and Zhiyuan Yan and Yang Ye and Wangbo Yu and Yuwei Niu and Shaodong Wang and Xinhua Cheng and Li Yuan}, year = {2025}, eprint = {2510.16888}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.16888}, }