${\text{PKS}}^4$:Parallel Kinematic Selective State Space Scanners for Efficient Video Understanding

Lingjie Zeng, Hailun Zhang, Xiwen Wang +1

Temporal modeling remains a fundamental challenge in video understanding, particularly as sequence lengths scale. Traditional video models relying on dense spatiotemporal attention…