How Murky Before a VLM Knows It Cannot See? Accuracy, Confidence and Abstention on a Physical Visibility Axis

arXiv:2610.22981 · cs.CV, cs.LG · Submitted 2026-10-16 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-10-16

Updated: 2026-10-16

Terminology

• Abstention — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode

Related papers

• Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
• AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
• Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
• MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
• TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
• A Survey on Efficient Vision-Language-Action Models