{"total":70,"rows":[{"id":"2212.08665","title":"Hard Sample Aware Network for Contrastive Deep Graph Clustering","created":"2022-12-16","cited_by_count":61,"area":null},{"id":"2301.01098","title":"Cluster-guided Contrastive Graph Clustering Network","created":"2023-01-03","cited_by_count":60,"area":null},{"id":"2211.10738","title":"Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure","created":"2022-11-19","cited_by_count":43,"area":null},{"id":"2305.18405","title":"Dink-Net: Neural Clustering on Large Graphs","created":"2023-05-28","cited_by_count":38,"area":null},{"id":"2310.18884","title":"Simple and Asymmetric Graph Contrastive Learning without Augmentations","created":"2023-10-29","cited_by_count":38,"area":null},{"id":"2210.16484","title":"A Systematic Survey of Chemical Pre-trained Models","created":"2022-10-29","cited_by_count":34,"area":null},{"id":"2212.10888","title":"A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability","created":"2022-12-21","cited_by_count":31,"area":null},{"id":"2211.12875","title":"A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource","created":"2022-11-23","cited_by_count":26,"area":null},{"id":"2305.11965","title":"Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization","created":"2023-05-19","cited_by_count":25,"area":null},{"id":"2405.11801","title":"LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering","created":"2024-05-20","cited_by_count":21,"area":null},{"id":"2409.05202","title":"A Survey on Mixup Augmentations and Beyond","created":"2024-09-08","cited_by_count":20,"area":null},{"id":"2410.10365","title":"SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples","created":"2024-10-14","cited_by_count":20,"area":null},{"id":"2306.09614","title":"HomoGCL: Rethinking Homophily in Graph Contrastive Learning","created":"2023-06-16","cited_by_count":18,"area":null},{"id":"2306.09612","title":"GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification","created":"2023-06-16","cited_by_count":17,"area":null},{"id":"2308.06827","title":"Reinforcement Graph Clustering with Unknown Cluster Number","created":"2023-08-13","cited_by_count":16,"area":null},{"id":"2305.03555","title":"Contrastive Graph Clustering in Curvature Spaces","created":"2023-05-05","cited_by_count":15,"area":null},{"id":"2402.17238","title":"Does Negative Sampling Matter? A Review with Insights into its Theory and Applications","created":"2024-02-27","cited_by_count":15,"area":null},{"id":"2210.00248","title":"Heterogeneous Graph Contrastive Multi-view Learning","created":"2022-10-01","cited_by_count":14,"area":null},{"id":"2509.22416","title":"One Prompt Fits All: Universal Graph Adaptation for Pretrained Models","created":"2025-09-26","cited_by_count":11,"area":null},{"id":"2212.03559","title":"GraphLearner: Graph Node Clustering with Fully Learnable Augmentation","created":"2022-12-07","cited_by_count":10,"area":null},{"id":"2212.04604","title":"Localized Contrastive Learning on Graphs","created":"2022-12-08","cited_by_count":10,"area":null},{"id":"2305.14376","title":"PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis","created":"2023-05-20","cited_by_count":10,"area":null},{"id":"2212.08904","title":"Hyperbolic Hierarchical Contrastive Hashing","created":"2022-12-17","cited_by_count":9,"area":null},{"id":"2301.13340","title":"Affinity Uncertainty-based Hard Negative Mining in Graph Contrastive Learning","created":"2023-01-31","cited_by_count":9,"area":null},{"id":"2310.15523","title":"Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning","created":"2023-10-24","cited_by_count":9,"area":null},{"id":"2403.16137","title":"A Survey on Self-Supervised Graph Foundation Models: Knowledge-Based Perspective","created":"2024-03-24","cited_by_count":9,"area":null},{"id":"2311.02687","title":"Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning","created":"2023-11-05","cited_by_count":7,"area":null},{"id":"2408.05087","title":"Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning","created":"2024-08-09","cited_by_count":6,"area":null},{"id":"2306.10047","title":"Neighborhood-based Hard Negative Mining for Sequential Recommendation","created":"2023-06-12","cited_by_count":5,"area":null},{"id":"2309.16540","title":"Unsupervised Pretraining for Fact Verification by Language Model Distillation","created":"2023-09-28","cited_by_count":5,"area":null},{"id":"2307.14613","title":"Self-Contrastive Graph Diffusion Network","created":"2023-07-27","cited_by_count":4,"area":null},{"id":"2309.13944","title":"Provable Training for Graph Contrastive Learning","created":"2023-09-25","cited_by_count":4,"area":null},{"id":"2406.15044","title":"From Overfitting to Robustness: Quantity, Quality, and Variety Oriented Negative Sample Selection in Graph Contrastive Learning","created":"2024-06-21","cited_by_count":4,"area":null},{"id":"2504.09970","title":"ASIL: Augmented Structural Information Learning for Deep Graph Clustering in Hyperbolic Space","created":"2025-04-14","cited_by_count":4,"area":null},{"id":"2301.11673","title":"Bayesian Self-Supervised Contrastive Learning","created":"2023-01-27","cited_by_count":3,"area":null},{"id":"2305.10563","title":"HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph Embedding","created":"2023-05-17","cited_by_count":3,"area":null},{"id":"2306.17702","title":"Why Deep Models Often cannot Beat Non-deep Counterparts on Molecular Property Prediction?","created":"2023-06-30","cited_by_count":3,"area":null},{"id":"2401.01243","title":"Contrastive Sequential Interaction Network Learning on Co-Evolving Riemannian Spaces","created":"2024-01-02","cited_by_count":3,"area":null},{"id":"2311.13864","title":"Which Matters Most in Making Fund Investment Decisions? A Multi-granularity Graph Disentangled Learning Framework","created":"2023-11-23","cited_by_count":2,"area":null},{"id":"2403.11087","title":"Incorporating Higher-order Structural Information for Graph Clustering","created":"2024-03-17","cited_by_count":2,"area":null},{"id":"2507.13368","title":"Scalable Attribute-Missing Graph Clustering via Neighborhood Differentiation","created":"2025-07-09","cited_by_count":2,"area":null},{"id":"2510.02731","title":"Hybrid-Collaborative Augmentation and Contrastive Sample Adaptive-Differential Awareness for Robust Attributed Graph Clustering","created":"2025-10-03","cited_by_count":2,"area":null},{"id":"2207.14443","title":"A Survey of Learning on Small Data: Generalization, Optimization, and Challenge","created":"2022-07-29","cited_by_count":1,"area":null},{"id":"2309.02304","title":"Graph Self-Contrast Representation Learning","created":"2023-09-05","cited_by_count":1,"area":null},{"id":"2310.11102","title":"Refining Latent Representations: A Generative SSL Approach for Heterogeneous Graph Learning","created":"2023-10-17","cited_by_count":1,"area":null},{"id":"2310.15858","title":"Topology-aware Debiased Self-supervised Graph Learning for Recommendation","created":"2023-10-24","cited_by_count":1,"area":null},{"id":"2312.08374","title":"Unsupervised Social Event Detection via Hybrid Graph Contrastive Learning and Reinforced Incremental Clustering","created":"2023-12-08","cited_by_count":1,"area":null},{"id":"2401.06727","title":"Deep Manifold Graph Auto-Encoder for Attributed Graph Embedding","created":"2024-01-12","cited_by_count":1,"area":null},{"id":"2407.16726","title":"Topology Reorganized Graph Contrastive Learning with Mitigating Semantic Drift","created":"2024-07-23","cited_by_count":1,"area":null},{"id":"2503.18195","title":"Shapley-Guided Utility Learning for Effective Graph Inference Data Valuation","created":"2025-03-23","cited_by_count":1,"area":null},{"id":"2505.15103","title":"Khan-GCL: Kolmogorov-Arnold Network Based Graph Contrastive Learning with Hard Negatives","created":"2025-05-21","cited_by_count":1,"area":null},{"id":"2507.06535","title":"Transferable Parasitic Estimation via Graph Contrastive Learning and Label Rebalancing in AMS Circuits","created":"2025-07-09","cited_by_count":1,"area":null},{"id":"2507.11161","title":"How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction","created":"2025-07-15","cited_by_count":1,"area":null},{"id":"2304.11658","title":"Capturing Fine-grained Semantics in Contrastive Graph Representation Learning","created":"2023-04-23","cited_by_count":0,"area":null},{"id":"2310.09764","title":"DropMix: Better Graph Contrastive Learning with Harder Negative Samples","created":"2023-10-15","cited_by_count":0,"area":null},{"id":"2312.00232","title":"Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks","created":"2023-11-30","cited_by_count":0,"area":null},{"id":"2402.15270","title":"Smoothed Graph Contrastive Learning via Seamless Proximity Integration","created":"2024-02-23","cited_by_count":0,"area":null},{"id":"2406.18020","title":"MolFusion: Multimodal Fusion Learning for Molecular Representations via Multi-granularity Views","created":"2024-06-26","cited_by_count":0,"area":null},{"id":"2409.08010","title":"Multiplex Graph Contrastive Learning with Soft Negatives","created":"2024-09-12","cited_by_count":0,"area":null},{"id":"2411.13014","title":"Scalable Deep Metric Learning on Attributed Graphs","created":"2024-11-20","cited_by_count":0,"area":null},{"id":"2504.18148","title":"A Generative Graph Contrastive Learning Model with Global Signal","created":"2025-04-25","cited_by_count":0,"area":null},{"id":"2505.10307","title":"Negative Metric Learning for Graphs","created":"2025-05-15","cited_by_count":0,"area":null},{"id":"2505.11356","title":"Fractal Graph Contrastive Learning","created":"2025-05-16","cited_by_count":0,"area":null},{"id":"2505.17786","title":"Supervised Graph Contrastive Learning for Gene Regulatory Networks","created":"2025-05-23","cited_by_count":0,"area":null},{"id":"2507.20127","title":"Aggregation-aware MLP: An Unsupervised Approach for Graph Message-passing","created":"2025-07-27","cited_by_count":0,"area":null},{"id":"2602.00174","title":"Intra-Class Subdivision for Pixel Contrastive Learning: Application to Semi-supervised Cardiac Image Segmentation","created":"2026-01-30","cited_by_count":0,"area":null},{"id":"2605.00684","title":"Static and Dynamic Graph Alignment Network for Temporal Video Grounding","created":"2026-05-01","cited_by_count":0,"area":null},{"id":"2605.03076","title":"AdNGCL: Adaptive Negative Scheduling for Graph Contrastive Learning","created":"2026-05-04","cited_by_count":0,"area":null},{"id":"2606.20283","title":"Boundary Embedding Shaping with Adaptive Contrastive Learning for Graph Structural Disentanglement","created":"2026-06-18","cited_by_count":0,"area":null},{"id":"2608.16111","title":"RetroMPA: A Molecular Property-Aware Auxiliary Framework for Enhancing Retrosynthesis Prediction","created":"2026-08-17","cited_by_count":0,"area":null}],"next_cursor":null}