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fix typo in readme with other minor edits (#128)
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* fix manual installation typo for dgl

* add bibtex code format indicator

* minor edit
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RemyLau authored Jan 13, 2023
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12 changes: 6 additions & 6 deletions README.md
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Expand Up @@ -44,11 +44,11 @@ made to improve the DANCE code base. If you would like to get started, please
refer to our brief [guidelines](CONTRIBUTING.md) about our automated quality
controls, as well as setting up the `dev` environments.

## Reference
## Citation

If our work could help your research, please cite our DANCE package paper or survey paper:
If you find our work useful in your research, please consider citing our DANCE package or survey paper:

```
```bibtex
@article{ding2022dance,
title={DANCE: A Deep Learning Library and Benchmark for Single-Cell Analysis},
author={Ding, Jiayuan and Wen, Hongzhi and Tang, Wenzhuo and Liu, Renming and Li, Zhaoheng and Venegas, Julian and Su, Runze and Molho, Dylan and Jin, Wei and Zuo, Wangyang and others},
Expand All @@ -58,7 +58,7 @@ If our work could help your research, please cite our DANCE package paper or sur
}
```

```
```bibtex
@article{molho2022deep,
title={Deep Learning in Single-Cell Analysis},
author={Molho, Dylan and Ding, Jiayuan and Li, Zhaoheng and Wen, Hongzhi and Tang, Wenzhuo and Wang, Yixin and Venegas, Julian and Jin, Wei and Liu, Renming and Su, Runze and others},
Expand Down Expand Up @@ -136,7 +136,7 @@ Then, install CUDA enabled packages (PyTorch, PyG, DGL) with CUDA 10.2:

```bash
conda install pytorch=1.12.1 torchvision cudatoolkit=10.2 -c pytorch -y
conda install dgl-cu102 -c dglteam -y
conda install dgl-cuda10.2 -c dglteam -y
pip install torch-geometric==2.1.0 torch-scatter torch-sparse torch-cluster -f https://data.pyg.org/whl/torch-1.12.1+cu102.html
```

Expand Down Expand Up @@ -169,7 +169,7 @@ Install from PyPI
pip install pydance
```

Install the latest dev version from source
Or, install the latest dev version from source

```bash
git clone https://github.com/OmicsML/dance.git
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