Add readme

README.md

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 # Adversarial Flow Models
 
-Official checkpoints of Adversarial Flow Models.
+This repository contains the official checkpoins of the paper [Adversarial Flow Models](https://www.arxiv.org/abs/2511.22475).
 
-[Paper](https://www.arxiv.org/abs/2511.22475) | [Code](https://github.com/ByteDance-Seed/Adversarial-Flow-Models)
+Adversarial Flow Models is a class of generative models that unifies Adversarial Models and Flow Models. This repo contains the pretrained ImageNet-256px models in the paper experiment section.
 
+## Usage
+
+Code and instructions are available in the [ByteDance-Seed/Adversarial-Flow-Models](https://github.com/ByteDance-Seed/Adversarial-Flow-Models) repository.
 
 ## Content 
 * `models/` contains pre-trained ImageNet256px checkpoints.