Update README.md

README.md

@@ -11,8 +11,8 @@ tags:
 
 This is the official Hugging Face model repository for the paper **"[Frequency-Aware Self-Supervised Music Representation Learning](https://arxiv.org/abs/2606.25713)"**.
 
-- **Project Page:** https://www.yichenggu.com/PupuJEPA/
-- **GitHub Repository:** https://github.com/sizigi/PupuJEPA
+- **Project Page:** https://www.yichenggu.com/PupuM2D/
+- **GitHub Repository:** https://github.com/sizigi/PupuM2D/
 
 ## Model Checkpoints
 
@@ -20,19 +20,19 @@ This repository contains the following checkpoints:
 
 | Model Name        | Directory                    | Description                                       |
 | ----------------- | ---------------------------- | ------------------------------------------------- |
-| **PupuJEPA-Tiny**            | `./PupuJEPAV2_25Hz_tiny/*`            | 5M parameter tiny version of PupuJEPA.   |
-| **PupuJEPA-Small**            | `./PupuJEPAV2_25Hz_small/*`            | 22M parameter small version of PupuJEPA.   |
-| **PupuJEPA-Base**            | `./PupuJEPAV2_25Hz_base/*`            | 86M parameter base version of PupuJEPA.   |
-| **PupuJEPA-Large**            | `./PupuJEPAV2_25Hz_large/*`            | 307M parameter large version of PupuJEPA.   |
-| **PupuJEPA-Huge**            | `./PupuJEPAV2_25Hz_huge/*`            | 632M parameter huge version of PupuJEPA.   |
-| **PupuJEPA-giant**            | `./PupuJEPAV2_25Hz_giant/*`            | 1.1B parameter giant version of PupuJEPA.   |
+| **PupuM2D-Tiny**            | `./PupuM2DV2_25Hz_tiny/*`            | 5M parameter tiny version of PupuM2D.   |
+| **PupuM2D-Small**            | `./PupuM2DV2_25Hz_small/*`            | 22M parameter small version of PupuM2D.   |
+| **PupuM2D-Base**            | `./PupuM2DV2_25Hz_base/*`            | 86M parameter base version of PupuM2D.   |
+| **PupuM2D-Large**            | `./PupuM2DV2_25Hz_large/*`            | 307M parameter large version of PupuM2D.   |
+| **PupuM2D-Huge**            | `./PupuM2DV2_25Hz_huge/*`            | 632M parameter huge version of PupuM2D.   |
+| **PupuM2D-giant**            | `./PupuM2DV2_25Hz_giant/*`            | 1.1B parameter giant version of PupuM2D.   |
 
 ## How to use
 
 You need to put the pretrained models in:
 
 ```bash
-  PupuJEPA/experiments
+  PupuM2D/experiments
 ```
 
 of our official repository.
@@ -40,7 +40,7 @@ of our official repository.
 ## Citation
 
 ```bibtex
-@article{PupuJEPA,
+@article{PupuM2D,
   title        = {Frequency-Aware Self-Supervised Music Representation Learning},
   author       = {Yicheng Gu and Junan Zhang and Jerry Li and Zhizheng Wu and Lauri Juvela},
   year         = {2026},