Emergent Object Binding Has a Finite Spatial Horizon
Researchers investigated whether a specific signal in large Vision Transformers ('IsSameObject') represents true object binding structure or just an aggregate score. They found this signal decays with distance to a non-zero floor, meaning binding has a finite spatial horizon. This structure explains why same-class objects group better than different classes and weakens with larger objects.