Liu, J., He, W., Zhang, P., Liu, M., Jiang, H., & Huang, P. (2026). PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning.
Chicago Style (17th ed.) CitationLiu, Jinlong, Wanggui He, Peng Zhang, Mushui Liu, Hao Jiang, and Pipei Huang. PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning. 2026.
MLA (9th ed.) CitationLiu, Jinlong, et al. PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning. 2026.
Warning: These citations may not always be 100% accurate.