update doc and readme

README.md

@@ -7,6 +7,7 @@
 [![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/ModelTC/lightx2v)
 [![Doc](https://img.shields.io/badge/docs-English-99cc2)](https://lightx2v-en.readthedocs.io/en/latest)
 [![Doc](https://img.shields.io/badge/文档-中文-99cc2)](https://lightx2v-zhcn.readthedocs.io/zh-cn/latest)
+[![Papers](https://img.shields.io/badge/论文集-中文-99cc2)](https://lightx2v-papers-zhcn.readthedocs.io/zh-cn/latest)
 [![Docker](https://badgen.net/badge/icon/docker?icon=docker&label)](https://hub.docker.com/r/lightx2v/lightx2v/tags)
 
 **\[ English | [中文](README_zh.md) \]**

README_zh.md

@@ -7,6 +7,7 @@
 [![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/ModelTC/lightx2v)
 [![Doc](https://img.shields.io/badge/docs-English-99cc2)](https://lightx2v-en.readthedocs.io/en/latest)
 [![Doc](https://img.shields.io/badge/文档-中文-99cc2)](https://lightx2v-zhcn.readthedocs.io/zh-cn/latest)
+[![Papers](https://img.shields.io/badge/论文集-中文-99cc2)](https://lightx2v-papers-zhcn.readthedocs.io/zh-cn/latest)
 [![Docker](https://badgen.net/badge/icon/docker?icon=docker&label)](https://hub.docker.com/r/lightx2v/lightx2v/tags)
 
 **\[ [English](README.md) | 中文 \]**

docs/EN/source/index.rst

@@ -46,7 +46,7 @@ Documentation
    Model Quantization <method_tutorials/quantization.md>
    Feature Caching <method_tutorials/cache.md>
    Attention Module <method_tutorials/attention.md>
-   Offloading <method_tutorials/offload.md>
+   Offload <method_tutorials/offload.md>
    Parallel Inference <method_tutorials/parallel.md>
    Changing Resolution Inference <method_tutorials/changing_resolution.md>
    Step Distill <method_tutorials/step_distill.md>

docs/EN/source/method_tutorials/offload.md

-# Lightx2v Parameter Offloading Mechanism Technical Documentation
+# Offload
 
 ## 📖 Overview
 

docs/PAPERS_ZH_CN/source/papers/offload.md

-# Lightx2v 参数卸载机制文档
+# 参数卸载
 
 xxx

docs/ZH_CN/source/method_tutorials/offload.md

-# Lightx2v 参数卸载机制文档
+# 参数卸载
 
 ## 📖 概述