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Papers
Graph Contrastive Learning with Joint Spectral Augmentation of Attribute and Topology
AAAI 2025
Improving Graph Contrastive Learning with Community Structure
UAI 2025
KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing
IJCAI 2025
LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation
EMNLP 2025
Learn Beneficial Noise as Graph Augmentation
ICML 2025
Metapath and Hypergraph Structure-based Multi-Channel Graph Contrastive Learning for Student Performance Prediction
IJCAI 2025
Mitigating Local Cohesion and Global Sparseness in Graph Contrastive Learning with Fuzzy Boundaries
ICML 2025
ML$^2$-GCL: Manifold Learning Inspired Lightweight Graph Contrastive Learning
ICML 2025
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance
IJCAI 2025
Negative Metric Learning for Graphs
IJCAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning
IJCAI 2025
PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration
AAAI 2025
Rethinking Graph Contrastive Learning Through Relative Similarity Preservation
IJCAI 2025
Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective
AAAI 2025
Robust Graph Contrastive Learning for Incomplete Multi-view Clustering
IJCAI 2025
Single-View Graph Contrastive Learning with Soft Neighborhood Awareness
AAAI 2025
SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning
AAAI 2025
Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction
AAAI 2025
Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations
IJCAI 2025
SVD-GCL: A Noise-Augmented Hybrid Graph Contrastive Learning Framework for Recommendation
COLING 2025
Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness
COLING 2025
Towards Real-World Rumor Detection: Anomaly Detection Framework with Graph Supervised Contrastive Learning
COLING 2025
Towards Understanding Parametric Generalized Category Discovery on Graphs
ICML 2025
TSGAN: Temporal Social Graph Attention Network for Aggressive Behavior Forecasting
AAAI 2025
Uncertainty-guided Graph Contrastive Learning from a Unified Perspective
IJCAI 2025