---
license: mit
---

# MusER: Musical Element-Based Regularization for Generating Symbolic Music with Emotion

<!-- Provide a quick summary of what the model is/does. -->

Here is the training checkpoints of **[MusER (AAAI'24)](https://arxiv.org/abs/2312.10307)**

## Overview

MusER employs musical element-based regularization in the latent space to disentangle distinct musical elements, investigate their roles in distinguishing emotions, and further manipulate elements to alter musical emotions.
<img src="MusER.png" width="770" height="300" alt="model"/>

## Model Sources

<!-- Provide the basic links for the model. -->

- **Repository:** https://github.com/Tayjsl97/MusER
- **Demo:** [demo page](https://tayjsl97.github.io/demos/aaai)

## Citation
If you use our models in your research, please cite it as follows:
```bib
@inproceedings{ji2024muser,
  title={MusER: Musical Element-Based Regularization for Generating Symbolic Music with Emotion},
  author={Ji, Shulei and Yang, Xinyu},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={11},
  pages={12821--12829},
  year={2024}
}