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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

RGAT at SemEval-2023 Task 2: Named Entity Recognition Using Graph Attention Network ACL 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
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
GNN-SL: Sequence Labeling Based on Nearest Examples via GNN ACL 2023
Violin: Virtual Overbridge Linking for Enhancing Semi-supervised Learning on Graphs with Limited Labels IJCAI 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
Graph Neural Convection-Diffusion with Heterophily IJCAI 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
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction ACL 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