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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Hypergraph Neural Architecture Search AAAI 2024
Value at Adversarial Risk: A Graph Defense Strategy against Cost-Aware Attacks AAAI 2024
Deep Equilibrium Algorithmic Reasoning NIPS 2024
HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation NIPS 2024
Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution NIPS 2024
Towards Effective and General Graph Unlearning via Mutual Evolution AAAI 2024
AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs AAAI 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level NIPS 2024
Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-Smoothness in Deep GNNs AAAI 2024
Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning AAAI 2024
Revisiting Score Propagation in Graph Out-of-Distribution Detection NIPS 2024
PC-Conv: Unifying Homophily and Heterophily with Two-Fold Filtering AAAI 2024
Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs AAAI 2024
Deep Homomorphism Networks NIPS 2024
Patch-Wise Graph Contrastive Learning for Image Translation AAAI 2024
Sterling: Synergistic Representation Learning on Bipartite Graphs AAAI 2024
Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance NIPS 2024
Pard: Permutation-Invariant Autoregressive Diffusion for Graph Generation NIPS 2024
GLDL: Graph Label Distribution Learning AAAI 2024
Deep Incomplete Multi-View Learning Network with Insufficient Label Information AAAI 2024
DHGCN: Dynamic Hop Graph Convolution Network for Self-Supervised Point Cloud Learning AAAI 2024
Stratified GNN Explanations through Sufficient Expansion AAAI 2024
Online Relational Inference for Evolving Multi-agent Interacting Systems NIPS 2024
Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective AAAI 2024
Protein 3D Graph Structure Learning for Robust Structure-Based Protein Property Prediction AAAI 2024