Research Repository
3.3k 2026-04-18

YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy

A comprehensive collection and categorization of diffusion model papers, accompanied by a detailed survey and taxonomy.

Core Features

Comprehensive collection of diffusion model papers.
Structured algorithmic taxonomy for various enhancements.
Extensive application taxonomy across multiple domains.
Categorization of connections with other generative models.
Continuously updated to reflect field advancements.

Detailed Introduction

This repository is a meticulously curated knowledge hub for diffusion models, built upon a comprehensive survey accepted by ACM Computing Surveys. It systematically collects and categorizes research papers, offering a detailed taxonomy of algorithms, including sampling acceleration, likelihood maximization, and handling diverse data structures, as well as integration with LLMs and DPO/RLHF. The project also outlines a broad spectrum of applications from computer vision to molecular modeling and explores connections with other generative models. Designed to be a continuously updated resource, it provides researchers and practitioners with an organized and current overview of the rapidly evolving diffusion model landscape.

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