391 citations · 811 across the 19 of their papers we have counts for
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cs.CV2026
Representations of Text and Images Align From Layer One
Evžen Wybitul, Javier Rando, Florian Tramèr +1
We show that for a variety of concepts in adapter-based vision-language models, the representations of their images and their text descriptions are meaningfully aligned from the ve…
cs.CV2025
Direct Ascent Synthesis: Revealing Hidden Generative Capabilities in Discriminative Models
Stanislav Fort, Jonathan Whitaker
We demonstrate that discriminative models inherently contain powerful generative capabilities, challenging the fundamental distinction between discriminative and generative archite…