2026
Partial Ring Scan: Revisiting Scan Order in Vision State Space Models
ICML 2026poster
State Space Models (SSMs) have emerged as efficient alternatives to attention for vision tasks, offering linear-time sequence processing with competitive accuracy. Vision SSMs, however, require serializing 2D images into 1D token sequences along a predefined scan order, a factor often overlooked. We…