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  1. Photorealistic Text-to-Image Diffusion Models with Deep Language

    May 23, 2022 · We present Imagen, a text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding. Imagen builds on the …

  2. LLaDA: The Diffusion Model That Could Redefine Language

    Feb 26, 2025 · Unlike traditional autoregressive models (ARMs), which predict text sequentially, left to right, LLaDA leverages a diffusion-like process to generate text. Instead of generating …

  3. Imagen: Text-to-Image Diffusion Models

    We present Imagen, a text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding. Imagen builds on the power of …

  4. Large Language Diffusion Models

    TL;DR: We introduce LLaDA, a diffusion model with an unprecedented 8B scale, trained entirely from scratch, rivaling LLaMA3 8B in performance. What is now proved was once only …

  5. GitHub - facebookresearch/perception_models: State-of-the-art Image

    PerceptionLM (PLM) is a family of open and fully reproducible models to facilitate research in vision-language modeling (VLM). In conjunction with PE, it is powerful enough to compete with …

  6. OpenAI GLIDE: Guided Language to Image Diffusion for

    Aug 21, 2024 · OpenAI’s GLIDE model builds on the guided diffusion model, enabling the generation of photorealistic images from natural language descriptions. The model is trained …

  7. Guided Language to Image Diffusion for Generation and Editing (GLIDE) is a diffusion-based text-to-image model. These models significantly outperform prior text-to-image models based on …

  8. Diffusion language models - Sander Dieleman

    Jan 9, 2023 · Diffusion models have completely taken over generative modelling of perceptual signals such as images, audio and video. Why is autoregression still the name of the game for …

  9. Diffusion models in text generation: a survey - PMC - PubMed …

    Diffusion models are a kind of math-based model that were first applied to image generation. Recently, they have drawn wide interest in natural language generation (NLG), a sub-field of …

  10. Paragraph-to-Image Generation with Information-Enriched Diffusion Model

    May 5, 2025 · Text-to-image models have recently experienced rapid development, achieving astonishing performance in terms of fidelity and textual alignment capabilities. However, given …

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