Paper proposes identifiable alignment of unpaired model representations
Neural Gromov–Monge Alignment uses pullback distances, needs no pairs or labels, and beats reported baselines.
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Stories tagged #representation-alignment
PixelDense: Dense Prediction as Representation Alignment for Pixel Diffusion
PixelDense separates semantic and geometric alignment teachers, improving pixel diffusion quality and training speed.
The Alignment Illusion in Multimodal Large Language Models
Across 13 multimodal LLMs, standard visual-text alignment scores miss corrupted visuals, an effect called the alignment illusion.