Link the arXiv paper, point at AlayaLab/Evoke, fix the download command

README.md

@@ -14,14 +14,15 @@ tags:
 <h1 align="center">Alaya-EVOKE: From Linear-Scaling Supervision to Endless World</h1>
 
 <p align="center">
-  <a href="https://github.com/SII-YuanyangYin/Evoke"><img src="https://img.shields.io/badge/GitHub-SII--YuanyangYin/Evoke-181717.svg?logo=github" alt="GitHub"></a>
+  <a href="https://github.com/AlayaLab/Evoke"><img src="https://img.shields.io/badge/GitHub-AlayaLab/Evoke-181717.svg?logo=github" alt="GitHub"></a>
   <a href="https://evoke-world.github.io/Evoke/"><img src="https://img.shields.io/badge/🌐_Project_Page-evoke--world.github.io-1a73e8.svg" alt="Project Page"></a>
-  <a href="#"><img src="https://img.shields.io/badge/arXiv-coming_soon-b31b1b.svg" alt="arXiv"></a>
+  <a href="https://arxiv.org/abs/2608.13546"><img src="https://img.shields.io/badge/arXiv-2608.13546-b31b1b.svg" alt="arXiv"></a>
+  <a href="https://huggingface.co/papers/2608.13546"><img src="https://img.shields.io/badge/🤗_Paper-2608.13546-ffce1c.svg" alt="Paper page"></a>
 </p>
 
-Model weights for **EVOKE**, a 3-step, CFG-free interactive world model that generates
-**384 × 640 @ 24 fps** video and stays coherent over 30 s rollouts. Code, docs and demos live in the
-GitHub repository — **this repository holds weights only.**
+Model weights for **EVOKE** ([paper](https://huggingface.co/papers/2608.13546)), a 3-step, CFG-free
+interactive world model that generates **384 × 640 @ 24 fps** video and stays coherent over 30 s
+rollouts. Code, docs and demos live in the GitHub repository — **this repository holds weights only.**
 
 - ⚡ **3 steps, zero CFG** — 1.5 s of video every 2.11 s on one H200, one forward per step.
 - 🌍 **Endless, not windowed** — scene geometry lives in an external camera-indexed world state bank,
@@ -46,11 +47,11 @@ evoke/
 ## Usage
 
 ```bash
-git clone https://github.com/SII-YuanyangYin/Evoke && cd Evoke
+git clone https://github.com/AlayaLab/Evoke && cd Evoke
 pip install -r requirements.txt
 
-huggingface-cli download SII-YuanyangYin/Evoke --local-dir models
-huggingface-cli download pkqbajng/ViGeo       --local-dir models/ViGeo1.1   # REQUIRED depth backend
+hf download SII-YuanyangYin/Evoke --local-dir models
+hf download pkqbajng/ViGeo        --local-dir models/ViGeo1.1   # REQUIRED depth backend
 
 MODE=t2v NUM_CHUNKS=20 bash scripts/inference/infer_post_distill.sh
 ```
@@ -75,7 +76,10 @@ built on [LingBot-World](https://github.com/robbyant/lingbot-world).
 
 ```bibtex
 @article{evoke2026,
-  title = {Alaya-EVOKE: From Linear-Scaling Supervision to Endless World},
-  year  = {2026},
+  title   = {Alaya-EVOKE: From Linear-Scaling Supervision to Endless World},
+  author  = {Yin, Yuanyang and Wang, Gongxuan and Zhan, Yifan and
+             Li, Chuanhao and Zhang, Kaipeng and Zhao, Feng},
+  journal = {arXiv preprint arXiv:2608.13546},
+  year    = {2026},
 }
 ```