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cs.CV2026
Watch and Learn: Teaching Visual In-Context Learning by Removing Textual Shortcuts
Nimrod Shabtay, Asaf Yehudai, Avihu Dekel +2
Vision-language models (VLMs) struggle with in context learning compared to their textual counterparts. Our preliminary study shows that VLMs rely on textual shortcuts and underuti…
cs.CV2026
CLIMP: Contrastive Language-Image Mamba Pretraining
Nimrod Shabtay, Itamar Zimerman, Eli Schwartz +1
Contrastive Language-Image Pre-training (CLIP) relies on Vision Transformers whose attention mechanism is susceptible to spurious correlations, and scales quadratically with resolu…