FIELD NOTES TOPIC

vision-language models (vlms)

2 notes, newest first.

  1. Analysis-by-Proxy: Localization Signals in VLMs Operating as Condition Encoders

    Source note ·

    Researchers investigate why Vision-Language Models (VLMs) struggle to maintain localization accuracy during image editing, even though they have strong localization capabilities on their own. The study suggests that…

  2. Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets

    Source note ·

    Researchers have developed a benchmark called Argus to test the reliability of computer-use agents that convert vision-language model predictions into executable clicks. The study compares 27 methods across four…