External Resources
==================

External Resources - Architectures
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* Yixuan He, Gesine Reinert, Songchao Wang, Mihai Cucuringu: **SSSNET: Semi-Supervised Signed Network Clustering** `Paper <https://arxiv.org/pdf/2110.06623.pdf>`_, `Code <https://github.com/SherylHYX/SSSNET_Signed_Clustering>`_

* Junjie Huang, Huawei Shen, Liang Hou, Xueqi Cheng: **SDGNN: Learning Node Representation for Signed Directed Networks** `Paper <https://arxiv.org/pdf/2101.02390.pdf>`_, `Code <https://github.com/huangjunjie-cs/SiGAT>`_ 

* Junjie Huang, Huawei Shen, Liang Hou, Xueqi Cheng: **Signed Graph Attention Networks** `Paper <https://arxiv.org/pdf/1906.10958.pdf>`_, `Code <https://github.com/huangjunjie-cs/SiGAT>`_

* Yu Li, Yuan Tian, Jiawei Zhang, Yi Chang: **Learning Signed Network Embedding via Graph Attention** `Paper <https://ojs.aaai.org/index.php/AAAI/article/view/5911>`_, `Code <https://github.com/liyu1990/snea>`_ 

* Tyler Derr, Yao Ma, Jiliang Tang: **Signed graph convolutional networks** `Paper <https://arxiv.org/pdf/1808.06354.pdf>`_, `Code <https://github.com/benedekrozemberczki/SGCN>`_

* Xitong Zhang, Yixuan He, Nathan Brugnone, Michael Perlmutter, Matthew Hirn: **Magnet: A neural network for directed graphs** `Paper <https://arxiv.org/pdf/2102.11391.pdf>`_, `Code <https://github.com/matthew-hirn/magnet>`_

* Zekun Tong, Yuxuan Liang, Henghui Ding, Yongxing Dai, Xinke Li, Xinke, Changhu Wang: **Directed Graph Contrastive Learning** `Paper <https://proceedings.neurips.cc/paper/2021/file/a3048e47310d6efaa4b1eaf55227bc92-Paper.pdf>`_, `Code <https://github.com/flyingtango/DiGCL>`_

* Zekun Tong, Yuxuan Liang, Changsheng Sun, Xinke Li, David Rosenblum, Andrew Lim: **Digraph inception convolutional networks** `Paper <https://papers.nips.cc/paper/2020/file/cffb6e2288a630c2a787a64ccc67097c-Paper.pdf>`_, `Code <https://github.com/flyingtango/DiGCN>`_

* Yixuan He, Gesine Reinert, Mihai Cucuringu: **DIGRAC: Digraph Clustering Based on Flow Imbalance** `Paper <https://proceedings.mlr.press/v198/he22b.html>`_, `Code <https://github.com/SherylHYX/DIGRAC_Directed_Clustering>`_

* Zekun Tong, Yuxuan Liang, Changsheng Sun, David Rosenblum, Andrew Lim: **Directed graph convolutional network** `Paper <https://arxiv.org/pdf/2004.13970.pdf>`_

* Yixuan He, Michael Perlmutter, Gesine Reinert, Mihai Cucuringu: **MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian** `Paper <https://proceedings.mlr.press/v198/he22c.html>`_, `Code <https://github.com/SherylHYX/MSGNN>`_

External Resources - Synthetic Data Generators
----------------------------------------------

* Yixuan He, Gesine Reinert, Songchao Wang, Mihai Cucuringu: **SSSNET: Semi-Supervised Signed Network Clustering** `Paper <https://arxiv.org/pdf/2110.06623.pdf>`_, `Code <https://github.com/SherylHYX/SSSNET_Signed_Clustering>`_

* Yixuan He, Gesine Reinert, Mihai Cucuringu: **DIGRAC: Digraph Clustering Based on Flow Imbalance** `Paper <https://proceedings.mlr.press/v198/he22b.html>`_, `Code <https://github.com/SherylHYX/DIGRAC_Directed_Clustering>`_

* Yixuan He, Michael Perlmutter, Gesine Reinert, Mihai Cucuringu: **MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian** `Paper <https://arxiv.org/pdf/2209.00546.pdf>`_, `Code <https://github.com/SherylHYX/MSGNN>`

External Resources - Real-World Data Sets
-----------------------------------------

* Junjie Huang, Huawei Shen, Liang Hou, Xueqi Cheng: **SDGNN: Learning Node Representation for Signed Directed Networks** `Paper <https://arxiv.org/pdf/2101.02390.pdf>`_, `Code <https://github.com/huangjunjie-cs/SiGAT>`_ 

* Yixuan He, Gesine Reinert, Songchao Wang, Mihai Cucuringu: **SSSNET: Semi-Supervised Signed Network Clustering** `Paper <https://arxiv.org/pdf/2110.06623.pdf>`_, `Code <https://github.com/SherylHYX/SSSNET_Signed_Clustering>`_

* Xitong Zhang, Yixuan He, Nathan Brugnone, Michael Perlmutter, Matthew Hirn: **Magnet: A neural network for directed graphs** `Paper <https://arxiv.org/pdf/2102.11391.pdf>`_, `Code <https://github.com/matthew-hirn/magnet>`_

* Yixuan He, Gesine Reinert, Mihai Cucuringu: **DIGRAC: Digraph Clustering Based on Flow Imbalance** `Paper <https://proceedings.mlr.press/v198/he22b.html>`_, `Code <https://github.com/SherylHYX/DIGRAC_Directed_Clustering>`_

* Yixuan He, Michael Perlmutter, Gesine Reinert, Mihai Cucuringu: **MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian** `Paper <https://proceedings.mlr.press/v198/he22c.html>`_, `Code <https://github.com/SherylHYX/MSGNN>`_