Memory as Weights: Internalizing Long-Term History for Streaming Videos

Benchmark Model Rank Results
video-question-answering-on-streamingbenchMaLoW (Qwen3-VL-4B)#2Real-Time Visual Understanding: 84.8
video-question-answering-on-streamingbenchMaLoW (Qwen3.5-9B)#6Real-Time Visual Understanding: 82.3
video-question-answering-on-streamingbenchMaLoW (VideoChat3-4B)#8Real-Time Visual Understanding: 81.2
video-question-answering-on-streamingbenchMaLoW (MOSS-VL-Real-11B)#9Real-Time Visual Understanding: 81.0
robot-manipulation-on-simplerenv-widow-xMaLoW (Qwen3.5-2B-MLP)#21Average: 0.688