graph representation learning

GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts AAAI 2025 Graph Neural Networks Can (Often) Count Substructures ICLR 2025 Graph Representation Learning in Hyperbolic Space via Dual-Masked COLING 2025 Heterophily-Aware Personalized PageRank for Node Classification IJCAI 2025 HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding COLING 2025 Learning Complex Heterogeneous Multimodal Fake News via Social Latent Network Inference AAAI 2025 Learn to Think: Bootstrapping LLM Logic Through Graph Representation Learning IJCAI 2025 LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views AAAI 2025 Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025 Multiplex Graph Representation Learning with Homophily and Consistency AAAI 2025 OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025 Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025 Revisiting Random Walks for Learning on Graphs ICLR 2025 SDMG: Smoothing Your Diffusion Models for Powerful Graph Representation Learning ICML 2025 SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning AAAI 2025 Teacher-guided Edge Discriminator for Personalized Graph Masked Autoencoder AAAI 2025 Uncertainty-guided Graph Contrastive Learning from a Unified Perspective IJCAI 2025 Universal Graph Self-Contrastive Learning IJCAI 2025 Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025 Why Does Dropping Edges Usually Outperform Adding Edges in Graph Contrastive Learning? AAAI 2025 NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NeurIPS 2024 A New Mechanism for Eliminating Implicit Conflict in Graph Contrastive Learning AAAI 2024 Beyond Link Prediction: On Pre-Training Knowledge Graph Embeddings ACL 2024 BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining AAAI 2024 Continuous-Time Graph Representation with Sequential Survival Process AAAI 2024