26 citations · 44 across the 23 of their papers we have counts for
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cs.CV2026
Structuring Sparsity: Block-Sparse Featurizers Capture Visual Concept Manifolds
Thomas Fel, Matthew Kowal, Mozes Jacobs +22
What is the geometry of a visual percept? The most widely used protocols for decomposing neural network representations into interpretable parts treat concepts as isolated directio…
cs.CV2022★ 7 cited
Does CLIP Bind Concepts? Probing Compositionality in Large Image Models
Martha Lewis, Nihal V. Nayak, Peilin Yu +4
Large-scale neural network models combining text and images have made incredible progress in recent years. However, it remains an open question to what extent such models encode co…