2026
Attend Before Attention: Efficient and Scalable Video Understanding via Autoregressive Gazing
CVPR 2026
Multi-modal large language models (MLLMs) have advanced general-purpose video understanding but struggle with long, high-resolution videos---they process every pixel equally in their vision transformers (ViTs) or LLMs despite significant spatiotemporal redundancy. We introduce AutoGaze, a lightweigh