Zhang, X. et al. 2026. VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 15 (Mar. 2026), 12870–12878. DOI:https://doi.org/10.1609/aaai.v40i15.38285.