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Graph Neural Networks

1,141 papers

Papers per year

3
2
134
173
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Papers

Directional Graph Networks ICML 2021
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training ICML 2021
Lipschitz normalization for self-attention layers with application to graph neural networks ICML 2021
Graph Mixture Density Networks ICML 2021
GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings ICML 2021
A Collective Learning Framework to Boost GNN Expressiveness for Node Classification ICML 2021
E(n) Equivariant Graph Neural Networks ICML 2021
Equivariant message passing for the prediction of tensorial properties and molecular spectra ICML 2021
Explainable Automated Graph Representation Learning with Hyperparameter Importance ICML 2021
Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth ICML 2021
Link Prediction with Persistent Homology: An Interactive View ICML 2021
Graph Neural Networks Inspired by Classical Iterative Algorithms ICML 2021
DAGs with No Curl: An Efficient DAG Structure Learning Approach ICML 2021
Deep Latent Graph Matching ICML 2021
Temporal Heterogeneous Information Network Embedding IJCAI 2021
The Surprising Power of Graph Neural Networks with Random Node Initialization IJCAI 2021
CuCo: Graph Representation with Curriculum Contrastive Learning IJCAI 2021
Graph-Free Knowledge Distillation for Graph Neural Networks IJCAI 2021
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks IJCAI 2021
Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks IJCAI 2021
Multi-hop Attention Graph Neural Networks IJCAI 2021
Neural Relation Inference for Multi-dimensional Temporal Point Processes via Message Passing Graph IJCAI 2021
Graph Debiased Contrastive Learning with Joint Representation Clustering IJCAI 2021
SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations IJCAI 2021