2 papers
cs.CV2026
Zero-Ablation Overstates Register Content Dependence in DINO Vision Transformers
Felipe Parodi, Jordan Matelsky, Melanie Segado
Zero-ablation -- replacing token activations with zero vectors -- is widely used to probe token function in vision transformers. Register zeroing in DINOv2+registers and DINOv3 pro…
cs.AI2025
Grounding Intelligence in Movement
Melanie Segado, Felipe Parodi, Jordan K. Matelsky +3
Recent advances in machine learning have dramatically improved our ability to model language, vision, and other high-dimensional data, yet they continue to struggle with one of the…