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Author

Kunal Tyagi

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#artificial intelligence Preprint Oct 2026

DAGS: Disentangled Appearance-and-Geometry Steering of a Frozen Image DiT for Temporally Stabilized Generative Rendering

Diffusion transformers (DiTs) generate high-fidelity images from text and image conditions, but their outputs carry large variance and their faithfulness to a desired target depends heavily on how the condition is supplied. We present DAGS, a lightweight, attention-free, disentangled appearance and geometry conditionin...

Karthik Mohan Kumar, Damian Andrysiak, P. A. Pena et al. · 0 citations

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