graph representation learning

246 papers

Explore in graph

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

Motif-Aware Riemannian Graph Neural Network with Generative-Contrastive Learning AAAI 2024

Fine-Tuning Graph Neural Networks by Preserving Graph Generative Patterns AAAI 2024

Empowering Dual-Level Graph Self-Supervised Pretraining with Motif Discovery AAAI 2024

Revisiting Self-Supervised Heterogeneous Graph Learning from Spectral Clustering Perspective NIPS 2024

Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed NIPS 2024

BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining AAAI 2024

Improving Graph Contrastive Learning via Adaptive Positive Sampling CVPR 2024

Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024

GC-Bench: An Open and Unified Benchmark for Graph Condensation NIPS 2024

Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Survival Prediction in Whole Slide Images NIPS 2024

GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction NIPS 2024

Taming graph kernels with random features ICML 2023

Multi-View Robust Graph Representation Learning for Graph Classification IJCAI 2023

Don't Ignore Alienation and Marginalization: Correlating Fraud Detection IJCAI 2023

LGI-GT: Graph Transformers with Local and Global Operators Interleaving IJCAI 2023

Implications of sparsity and high triangle density for graph representation learning AISTATS 2023

Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023

From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm CVPR 2023

Does Invariant Graph Learning via Environment Augmentation Learn Invariance? NIPS 2023

SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations NIPS 2023

Lovász Principle for Unsupervised Graph Representation Learning NIPS 2023

On Class Distributions Induced by Nearest Neighbor Graphs for Node Classification of Tabular Data NIPS 2023

KDLGT: A Linear Graph Transformer Framework via Kernel Decomposition Approach IJCAI 2023

Joint Prediction of Audio Event and Annoyance Rating in an Urban Soundscape by Hierarchical Graph Representation Learning INTERSPEECH 2023

Deep Graph Structural Infomax AAAI 2023