graph representation learning

246 papers

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Also known as

UGRL GRL

Co-occurring keywords

graph neural network (3945) node classification (480) representation learning (6174) self-supervised learning (3751) graph representation (359) contrastive learning (3979) link prediction (620) graph contrastive learning (112) node representation (107) unsupervised learning (3255)

Papers

Multimodal Graph Representation Learning with Dynamic Information Pathways AAAI 2026

MIGDiff: Multi-attributes Imputations for Attribute-missing Graphs via Graph Denoising Diffusion Model AAAI 2026

Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning AAAI 2026

Transferable Graph Condensation from the Causal Perspective AAAI 2026

Edge Self-Adversarial Augmentation Enhances Graph Contrastive Learning Against Neighborhood Inconsistency AAAI 2026

MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation AAAI 2026

A Centrality-based Graph Learning Framework IJCAI 2025

Universal Graph Self-Contrastive Learning IJCAI 2025

An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025

HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding COLING 2025

Learn to Think: Bootstrapping LLM Logic Through Graph Representation Learning IJCAI 2025

OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025

Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025

Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025

Enhancing Graph Representation Learning with Localized Topological Features JMLR 2025

Graph Representation Learning in Hyperbolic Space via Dual-Masked COLING 2025

SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning AAAI 2025

Fine-Grained Graph Representation Learning for Heterogeneous Mobile Networks with Attentive Fusion and Contrastive Learning AAAI 2025

CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025

GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning AAAI 2025

GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts AAAI 2025

Multiplex Graph Representation Learning with Homophily and Consistency AAAI 2025

Cross-View Graph Consistency Learning for Invariant Graph Representations AAAI 2025

Bootstrapping Heterogeneous Graph Representation Learning via Large Language Models: A Generalized Approach AAAI 2025

Adversarial Contrastive Graph Augmentation with Counterfactual Regularization AAAI 2025