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cs.CV2025
Latent Diffusion U-Net Representations Contain Positional Embeddings and Anomalies
Jonas Loos, Lorenz Linhardt
Diffusion models have demonstrated remarkable capabilities in synthesizing realistic images, spurring interest in using their representations for various downstream tasks. To bette…
cs.CV2024
Objective drives the consistency of representational similarity across datasets
Laure Ciernik, Lorenz Linhardt, Marco Morik +3
The Platonic Representation Hypothesis claims that recent foundation models are converging to a shared representation space as a function of their downstream task performance, irre…