% Key papers for Graph contrastive learning analysis (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2020_graph_59963,
  title = {{Graph Contrastive Learning with Augmentations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18375},
}

@inproceedings{neurips2021_adversarial_62953,
  title = {{Adversarial Graph Augmentation to Improve Graph Contrastive Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/26617},
}

@inproceedings{aaai2023_neighbor_4232,
  title = {{Neighbor Contrastive Learning on Learnable Graph Augmentation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26168},
}

@inproceedings{icml2021_graph_39399,
  title = {{Graph Contrastive Learning Automated}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2021},
  url = {https://icml.cc/virtual/2021/poster/9823},
}

@inproceedings{aaai2023_ma_4101,
  title = {{MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25547},
}

@inproceedings{aaai2023_attribute_3131,
  title = {{Attribute and Structure Preserving Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25858},
}

@inproceedings{neurips2022_rethinking_65350,
  title = {{Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/53627},
}

@inproceedings{aaai2023_imgcl_3865,
  title = {{ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26319},
}

@inproceedings{aaai2023_eliciting_3560,
  title = {{Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25898},
}

@inproceedings{aaai2024_topogcl_7572,
  title = {{TopoGCL: Topological Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29026},
}

@inproceedings{icml2022_let_40782,
  title = {{Let Invariant Rationale Discovery Inspire Graph Contrastive Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/17737},
}

@inproceedings{aaai2024_graph_6153,
  title = {{Graph Contrastive Invariant Learning from the Causal Perspective}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28738},
}

@inproceedings{aaai2024_regcl_7067,
  title = {{ReGCL: Rethinking Message Passing in Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28698},
}

@inproceedings{neurips2022_uncovering_64935,
  title = {{Uncovering the Structural Fairness in Graph Contrastive Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/53431},
}

@inproceedings{aaai2024_rethinking_7130,
  title = {{Rethinking Graph Masked Autoencoders through Alignment and Uniformity}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29479},
}

@inproceedings{aaai2025_why_11302,
  title = {{Why Does Dropping Edges Usually Outperform Adding Edges in Graph Contrastive Learning?}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35488},
}

@inproceedings{neurips2021_directed_63562,
  title = {{Directed Graph Contrastive Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/27351},
}

@inproceedings{aaai2024_a_5045,
  title = {{A New Mechanism for Eliminating Implicit Conflict in Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29125},
}

@inproceedings{neurips2022_revisiting_64639,
  title = {{Revisiting Graph Contrastive Learning from the Perspective of Graph Spectrum}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/54317},
}

@inproceedings{iclr2023_spectral_32259,
  title = {{Spectral Augmentation for Self-Supervised Learning on Graphs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11112},
}

@inproceedings{aaai2024_hierarchical_6207,
  title = {{Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29255},
}

@inproceedings{aaai2025_revisiting_10553,
  title = {{Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33415},
}

@inproceedings{cvpr2024_improving_23773,
  title = {{Improving Graph Contrastive Learning via Adaptive Positive Sampling}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30873},
}

@inproceedings{neurips2024_exploitation_72139,
  title = {{Exploitation of a Latent Mechanism in Graph Contrastive Learning: Representation Scattering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95196},
}

@inproceedings{aaai2025_does_8791,
  title = {{Does GCL Need a Large Number of Negative Samples? Enhancing Graph Contrastive Learning with Effective and Efficient Negative Sampling}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33925},
}

@inproceedings{aaai2025_edge_8890,
  title = {{Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34044},
}

@inproceedings{aaai2025_single_10772,
  title = {{Single-View Graph Contrastive Learning with Soft Neighborhood Awareness}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34282},
}

@inproceedings{aaai2025_sola_10622,
  title = {{SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34189},
}

@inproceedings{icml2024_community_44922,
  title = {{Community-Invariant Graph Contrastive Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33530},
}

@inproceedings{aaai2025_adversarial_8060,
  title = {{Adversarial Contrastive Graph Augmentation with Counterfactual Regularization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34101},
}

@inproceedings{aaai2025_beyond_8247,
  title = {{Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33751},
}

@inproceedings{aaai2025_divgcl_8776,
  title = {{DivGCL: A Graph Contrastive Learning Model for Diverse Recommendation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33852},
}

@inproceedings{aaai2025_gnn_9284,
  title = {{GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34054},
}

@inproceedings{aaai2025_graph_9364,
  title = {{Graph Contrastive Learning with Joint Spectral Augmentation of Attribute and Topology}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35506},
}