Gao, H. et al. 2026. APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 6 (Mar. 2026), 4113–4121. DOI:https://doi.org/10.1609/aaai.v40i6.42406.