论文笔记-Discrete Denoising Diffusion Model

  • Argmax Flows and Multinomial Diffusion: Towards Non-Autoregressive Language Models.

  • Structured Denoising Diffusion Models in Discrete State-Spaces.

  • Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes 2111.12701.pdf (arxiv.org)

  • Vector Quantized Diffusion Model for Text-to-Image Synthesis, CVPR2022

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论文笔记-Denoising Diffusion Probabilistic Models

  • Deep Unsupervised Learning using Nonequilibrium Thermodynamics.

  • DDPM: Denoising Diffusion Probabilistic Models

  • Diffusion models beat gans on image synthesis.

  • Image super-resolution via iterative refinement

  • Cascaded diffusion models for high fidelity image generation

  • Score-based generative modeling in latent space.

  • Discrete diffusion model

    • Structured Denoising Diffusion Models in Discrete State-Spaces.
    • Argmax Flows and Multinomial Diffusion: Towards Non-Autoregressive Language Models.
    • Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes 2111.12701.pdf (arxiv.org)
  • parallel generation

    • Generative modeling by estimating gradients of the data distribution
    • Score-based generative modeling through stochastic differential equations.
    • Denoising diffusion implicit models.
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