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arXiv preprint arXiv:2505.18047 (2025)

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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2026 2

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UNVERDICTED 2

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representative citing papers

Your Pre-trained Diffusion Model Secretly Knows Restoration

cs.CV · 2026-04-06 · unverdicted · novelty 7.0

Pre-trained diffusion models inherently support image restoration that can be unlocked by optimizing prompt embeddings at the text encoder output using a diffusion bridge formulation, achieving competitive results on models like WAN and FLUX without fine-tuning.

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Showing 2 of 2 citing papers.

  • Next-Acceleration-Scale Prediction for Autoregressive MRI Reconstruction eess.IV · 2026-05-19 · unverdicted · none · ref 32 · 2 links

    Next-acceleration-scale autoregressive prediction in discrete latent space with on-policy privileged information distillation yields improved MRI reconstructions from sparse measurements on the fastMRI benchmark.

  • Your Pre-trained Diffusion Model Secretly Knows Restoration cs.CV · 2026-04-06 · unverdicted · none · ref 42

    Pre-trained diffusion models inherently support image restoration that can be unlocked by optimizing prompt embeddings at the text encoder output using a diffusion bridge formulation, achieving competitive results on models like WAN and FLUX without fine-tuning.