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Noa Garcia

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Preprint Sep 2026

Gender Bias in Vision-Language In-Context Learning

In-context learning (ICL) enables large vision-language models (LVLMs) to perform tasks by following patterns from in-context examples, yet its potential to amplify societal biases remains underexplored. We systematically investigate how ICL influences gender bias in LVLMs through VL-BICLE, an evaluation framework comp...

Tong Xiang, Yuta Nakashima, Noa Garcia · 0 citations
Preprint Aug 2026

Invisible Shortcuts: Why Vision Encoders Know Your Camera

Invisible metadata traces embedded at the pixel level are identified, suggesting that large-scale semantic supervision, whether through categorical labels or billion-scale captions, naturally induces metadata-semantics correlations during pretraining, leading models to convert low-level signals into predictive features...

Vladan Stojni'c, Ryan Ramos, Giorgos Kordopatis-Zilos et al. · 0 citations

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