% Key papers for Contrastive learning with negatives and views (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2022_autogcl_1762, title = {{AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/08892-autogcl-automated-graph-contrastive-learning-via-learnable-view-generators/}, } @inproceedings{aaai2021_contrastive_321, title = {{Contrastive Self-supervised Learning for Graph Classification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/10824-contrastive-self-supervised-learning-for-graph-classification/}, } @inproceedings{aaai2023_cluster_3262, title = {{Cluster-Guided Contrastive Graph Clustering Network}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26285}, } @inproceedings{aaai2022_simple_2751, title = {{Simple Unsupervised Graph Representation Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/07797-simple-unsupervised-graph-representation-learning/}, } @inproceedings{iclr2023_lightgcl_32292, title = {{LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11723}, } @inproceedings{aaai2023_multi_4202, title = {{Multi-Relational Contrastive Learning Graph Neural Network for Drug-Drug Interaction Event Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25665}, } @inproceedings{icml2022_progcl_41033, title = {{ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/17577}, } @inproceedings{neurips2021_disentangled_61640, title = {{Disentangled Contrastive Learning on Graphs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28331}, } @inproceedings{neurips2021_infogcl_61335, title = {{InfoGCL: Information-Aware Graph Contrastive Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27074}, } @inproceedings{aaai2022_sail_2664, title = {{SAIL: Self-Augmented Graph Contrastive Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/08927-sail-self-augmented-graph-contrastive-learning/}, } @inproceedings{aaai2024_improved_6284, title = {{Improved Graph Contrastive Learning for Short Text Classification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29835}, } @inproceedings{neurips2021_contrastive_62935, title = {{Contrastive Laplacian Eigenmaps}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26953}, } @inproceedings{aaai2024_patch_6934, title = {{Patch-Wise Graph Contrastive Learning for Image Translation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29199}, } @inproceedings{aaai2024_sterling_7416, title = {{Sterling: Synergistic Representation Learning on Bipartite Graphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29195}, } @inproceedings{iclr2023_graph_32528, title = {{Graph Contrastive Learning for Skeleton-based Action Recognition}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/12137}, } @inproceedings{aaai2023_wiener_4972, title = {{Wiener Graph Deconvolutional Network Improves Graph Self-Supervised Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25870}, } @inproceedings{aaai2024_rethinking_7129, title = {{Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29177}, } @inproceedings{aaai2024_review_7145, title = {{Review-Enhanced Hierarchical Contrastive Learning for Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28761}, } @inproceedings{aaai2025_big_8215, title = {{BIG-FUSION: Brain-Inspired Global-Local Context Fusion Framework for Multimodal Emotion Recognition in Conversations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32149}, } @inproceedings{aaai2025_loha_9685, title = {{LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33473}, } @inproceedings{aaai2025_a_7925, title = {{A Simple Graph Contrastive Learning Framework for Short Text Classification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34093}, } @inproceedings{iclr2024_a_34225, title = {{A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18850}, } @inproceedings{aaai2025_graph_9368, title = {{Graph Structure Refinement with Energy-based Contrastive Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34388}, } @inproceedings{neurips2024_road_73301, title = {{Road Network Representation Learning with the Third Law of Geography}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94142}, } @inproceedings{neurips2024_fug_72466, title = {{FUG: Feature-Universal Graph Contrastive Pre-training for Graphs with Diverse Node Features}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94892}, } @inproceedings{aaai2026_stage_106388, title = {{Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38695}, } @inproceedings{aaai2025_graph_9366, title = {{Graph Segmentation and Contrastive Enhanced Explainer for Graph Neural Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35440}, } @inproceedings{iclr2024_structcomp_34696, title = {{StructComp: Substituting propagation with Structural Compression in Training Graph Contrastive Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18378}, } @inproceedings{icml2025_hgot_48323, title = {{HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44292}, } @inproceedings{icml2026_rethinking_55040, title = {{Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and a Simple Remedy}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=v2rdJBVVEt}, } @inproceedings{neurips2025_negative_78419, title = {{Negative Feedback Really Matters: Signed Dual-Channel Graph Contrastive Learning Framework for Recommendation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=eQ79kT0QY1}, } @inproceedings{neurips2025_path_80208, title = {{Path-Enhanced Contrastive Learning for Recommendation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=xKmlBQhgI4}, } @inproceedings{iclr2025_structural_84046, title = {{Structural-Entropy-Based Sample Selection for Efficient and Effective Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27779}, }