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Computational tradeoffs in image synthesis: Diffusion, masked-token, and next-token prediction

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

2 Pith papers citing it

fields

cs.CV 2

years

2026 1 2024 1

verdicts

UNVERDICTED 2

representative citing papers

L2P: Unlocking Latent Potential for Pixel Generation

cs.CV · 2026-05-12 · unverdicted · novelty 6.0

L2P repurposes pre-trained LDMs for direct pixel generation via large-patch tokenization and shallow-layer training on synthetic data, matching source performance with 8-GPU training and enabling native 4K output.

HunyuanVideo: A Systematic Framework For Large Video Generative Models

cs.CV · 2024-12-03 · unverdicted · novelty 5.0

HunyuanVideo presents a 13B-parameter open-source video generative model with integrated data, architecture, training, and inference systems whose professional evaluations show it outperforming prior SOTA models including Runway Gen-3 and Luma 1.6.

citing papers explorer

Showing 2 of 2 citing papers.

  • L2P: Unlocking Latent Potential for Pixel Generation cs.CV · 2026-05-12 · unverdicted · none · ref 12

    L2P repurposes pre-trained LDMs for direct pixel generation via large-patch tokenization and shallow-layer training on synthetic data, matching source performance with 8-GPU training and enabling native 4K output.

  • HunyuanVideo: A Systematic Framework For Large Video Generative Models cs.CV · 2024-12-03 · unverdicted · none · ref 42

    HunyuanVideo presents a 13B-parameter open-source video generative model with integrated data, architecture, training, and inference systems whose professional evaluations show it outperforming prior SOTA models including Runway Gen-3 and Luma 1.6.