Author

Andreas Geiger

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Preprint Aug 2026

Where Does Generative Difficulty Reside? An Empirical Study of Target Representations

This work studies raw pixels, SD-VAE latents and DINOv2 as well as MAE representation-autoencoder features within a unified masked autoregressive rectified-flow model and shows that compression, reconstruction fidelity, token dimensionality, and visible semantic clustering do not individually predict generative behavior.

Marcel Plocher, Bernhard Schölkopf, Andreas Geiger et al. · 0 citations