Sun, Y. et al. 2026. SmartSight: Mitigating Hallucination in Video-LLMs Without Compromising Video Understanding via Temporal Attention Collapse. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 11 (Mar. 2026), 9251–9259. DOI:https://doi.org/10.1609/aaai.v40i11.37883.