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Understanding Diffusion Model Papers

A Comprehensive Paper Reading List for Understanding the foundations of Diffusion Models

Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion

Paper • 2310.03502 • Published Oct 5, 2023 • 74
Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 8
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Paper • 2311.15127 • Published Nov 25, 2023 • 6
Learning Transferable Visual Models From Natural Language Supervision

Paper • 2103.00020 • Published Feb 26, 2021 • 7

Img Gen Foundational

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Paper • 2404.02905 • Published Apr 3 • 59
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Paper • 2403.03206 • Published Mar 5 • 40
Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 8
Scalable Pre-training of Large Autoregressive Image Models

Paper • 2401.08541 • Published Jan 16 • 35

Diffusion Models

ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

Paper • 2403.05135 • Published Mar 8 • 39
Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation

Paper • 2303.00848 • Published Mar 1, 2023
Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 8
High-Resolution Image Synthesis with Latent Diffusion Models

Paper • 2112.10752 • Published Dec 20, 2021 • 7

Foundation AI Papers

Curated List of Must-Reads on LLM reasoning at Temus AI team

Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 8
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15 • 90
ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization

Paper • 2402.09320 • Published Feb 14 • 6
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6 • 102

An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Paper • 2010.11929 • Published Oct 22, 2020 • 5
Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 8

Sora参考论文

OpenAI "Video generation models as world simulators"技术报告后面的参考论文，总共32篇。OpenAI的ImageGPT和Dalle3这两篇缺失，链接已补充到note中。

Unsupervised Learning of Video Representations using LSTMs

Paper • 1502.04681 • Published Feb 16, 2015 • 1
Recurrent Environment Simulators

Paper • 1704.02254 • Published Apr 7, 2017 • 1
World Models

Paper • 1803.10122 • Published Mar 27, 2018 • 1
Generating Videos with Scene Dynamics

Paper • 1609.02612 • Published Sep 8, 2016 • 1

Sora Reference Papers

A collection of all papers referenced in OpenAI's "Video generation models as world simulators" technical report • openai.com/sora

Unsupervised Learning of Video Representations using LSTMs

Paper • 1502.04681 • Published Feb 16, 2015 • 1
Recurrent Environment Simulators

Paper • 1704.02254 • Published Apr 7, 2017 • 1
World Models

Paper • 1803.10122 • Published Mar 27, 2018 • 1
Generating Videos with Scene Dynamics

Paper • 1609.02612 • Published Sep 8, 2016 • 1

StreamDiffusion: A Pipeline-level Solution for Real-time Interactive Generation

Paper • 2312.12491 • Published Dec 19, 2023 • 66
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs

Paper • 2401.11708 • Published Jan 22 • 27
Training-Free Consistent Text-to-Image Generation

Paper • 2402.03286 • Published Feb 5 • 62
PALP: Prompt Aligned Personalization of Text-to-Image Models

Paper • 2401.06105 • Published Jan 11 • 46

Generative Multiple Modality

Random Field Augmentations for Self-Supervised Representation Learning

Paper • 2311.03629 • Published Nov 7, 2023 • 6
TEAL: Tokenize and Embed ALL for Multi-modal Large Language Models

Paper • 2311.04589 • Published Nov 8, 2023 • 17
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs

Paper • 2311.04901 • Published Nov 8, 2023 • 6
Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models

Paper • 2311.06783 • Published Nov 12, 2023 • 25

ICCV 2023 Demos

Demos for ICCV 2023 papers

Adding Conditional Control to Text-to-Image Diffusion Models

Paper • 2302.05543 • Published Feb 10, 2023 • 25
Running on T4

934

📉

ControlNet V1.1
Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators

Paper • 2303.13439 • Published Mar 23, 2023 • 2
Running on A10G

357

🚀

Text2Video-Zero

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