@article{mmgvidmaximizingmarginalgainsatsegmentle, title = {MMG-Vid: Maximizing Marginal Gains at Segment-level and Token-level for Efficient Video LLMs}, author = {Junpeng Ma and Qizhe Zhang and Ming Lu and Zhibin Wang and Qiang Zhou and Jun Song and Shanghang Zhang}, year = {2025}, eprint = {2508.21044}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.21044}, }