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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Graph Ordering Attention Networks AAAI 2023
Data Imputation with Iterative Graph Reconstruction AAAI 2023
Multi-View MOOC Quality Evaluation via Information-Aware Graph Representation Learning AAAI 2023
Commonsense Knowledge Enhanced Sentiment Dependency Graph for Sarcasm Detection IJCAI 2023
Social Relation Reasoning Based on Triangular Constraints AAAI 2023
Learning Subpocket Prototypes for Generalizable Structure-based Drug Design ICML 2023
A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests ICML 2023
SeedGNN: Graph Neural Network for Supervised Seeded Graph Matching ICML 2023
CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification ICML 2023
Self-Supervised Bidirectional Learning for Graph Matching AAAI 2023
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering ICML 2023
Rethinking Explaining Graph Neural Networks via Non-parametric Subgraph Matching ICML 2023
SEGA: Structural Entropy Guided Anchor View for Graph Contrastive Learning ICML 2023
Towards Understanding Generalization of Graph Neural Networks ICML 2023
GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM AAAI 2023
All in a Row: Compressed Convolution Networks for Graphs ICML 2023
Towards Robust Graph Incremental Learning on Evolving Graphs ICML 2023
RGE: A Repulsive Graph Rectification for Node Classification via Influence ICML 2023
Graph Neural Networks can Recover the Hidden Features Solely from the Graph Structure ICML 2023
A Provable Framework of Learning Graph Embeddings via Summarization AAAI 2023
Unbiased Heterogeneous Scene Graph Generation with Relation-Aware Message Passing Neural Network AAAI 2023
Equivariant Polynomials for Graph Neural Networks ICML 2023
Reducing SO(3) Convolutions to SO(2) for Efficient Equivariant GNNs ICML 2023
Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature ICML 2023
Path Neural Networks: Expressive and Accurate Graph Neural Networks ICML 2023