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cs.CV2026
Diagnosing the Sources of Compositional Failure in Vision-Language Models: A Controlled Analysis
Mona Gandhi, Cenk Merih Olcay, Kuan-Chieh Lo +3
Vision-language models (VLMs) often struggle with compositional reasoning tasks, but the reasons for this underperformance remain unclear. A common hypothesis is that models strugg…
cs.CV2026
Through the PRISM: Principle-Aware, Interpretable, and Multi-Scale Evaluation of Visual Designs
Mona Gandhi, KJ Joseph, Srinivasan Parthasarathy +1
Effective visual communication stems from the harmony of multiple design principles, such as readability, contrast, alignment, overlap, and coherence, which collectively govern cla…