Ma, J.; Zhang, Q.; Lu, M.; Wang, Z.; Zhou, Q.; Song, J.; Zhang, S. MMG-Vid: Maximizing Marginal Gains at Segment-Level and Token-Level for Efficient Video LLMs. AAAI 2026, 40, 24253-24261.