LongVU-TTT: Causal Test-Time Training for Visual Resampling in Long Video Understanding

Mahmoud Ahmed, Sameh Abdulah, Olatunji Ruwase +3

Long-video MLLMs must model temporal change before a limited visual-token budget removes most frame evidence. We introduce LongVU-TTT, which inserts a convolutional Test-Time Train…