2026
Seeing the Unseen: Physics-as-Representation for Generalizable Gaze Perception
ICML 2026poster
We introduce physics-as-representation, a learning paradigm that encodes physical structure and geometric laws into visual representations, enabling models to see the unseen—the underlying 3D geometry and motion dynamics not apparent in raw pixels. We instantiate this paradigm in gaze perception by …