APA (7th ed.) Citation

Liu, J., Shi, H., Xing, S., Yin, R., & Zhang, X. (2026). Beyond Semantic Priors: Mitigating Optimization Collapse for Generalizable Visual Forensics.

Chicago Style (17th ed.) Citation

Liu, Jipeng, Haichao Shi, Siyu Xing, Rong Yin, and Xiao-Yu Zhang. Beyond Semantic Priors: Mitigating Optimization Collapse for Generalizable Visual Forensics. 2026.

MLA (9th ed.) Citation

Liu, Jipeng, et al. Beyond Semantic Priors: Mitigating Optimization Collapse for Generalizable Visual Forensics. 2026.