| Transformers over Directed Acyclic Graphs | Oct 24, 2022 | Graph Property PredictionGraph Representation Learning | CodeCode Available | 1 |
| Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search | Jul 13, 2022 | feature selectionGraph Classification | CodeCode Available | 1 |
| Affinity-Aware Graph Networks | Jun 23, 2022 | Graph Property PredictionGraph Regression | —Unverified | 0 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 |
| Shortest Path Networks for Graph Property Prediction | Jun 2, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| An Empirical Study of Retrieval-enhanced Graph Neural Networks | Jun 1, 2022 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 0 |
| Embedding Graphs on Grassmann Manifold | May 30, 2022 | Graph EmbeddingGraph Property Prediction | CodeCode Available | 0 |
| Recipe for a General, Powerful, Scalable Graph Transformer | May 25, 2022 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Addressing Over-Smoothing in Graph Neural Networks via Deep Supervision | Feb 25, 2022 | Graph Property PredictionProperty Prediction | —Unverified | 0 |
| TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials | Feb 5, 2022 | Computational EfficiencyGraph Property Prediction | CodeCode Available | 0 |
| GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games | Jan 28, 2022 | AttributeFeature Importance | CodeCode Available | 1 |
| BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing | Dec 16, 2021 | GPUGraph Property Prediction | —Unverified | 0 |
| A New Perspective on the Effects of Spectrum in Graph Neural Networks | Dec 14, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 1 |
| Nested Graph Neural Networks | Oct 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Geometric and Physical Quantities Improve E(3) Equivariant Message Passing | Oct 6, 2021 | Graph Property Prediction | CodeCode Available | 1 |
| Global Self-Attention as a Replacement for Graph Convolution | Aug 7, 2021 | Edge ClassificationGraph Classification | CodeCode Available | 1 |
| Weisfeiler and Lehman Go Cellular: CW Networks | Jun 23, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 1 |
| Simple GNN Regularisation for 3D Molecular Property Prediction & Beyond | Jun 15, 2021 | DenoisingDiversity | CodeCode Available | 1 |
| Do Transformers Really Perform Bad for Graph Representation? | Jun 9, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| How Attentive are Graph Attention Networks? | May 30, 2021 | Graph AttentionGraph Classification | CodeCode Available | 1 |
| Molecular Representation Learning by Leveraging Chemical Information | Mar 15, 2021 | Drug DesignGraph Property Prediction | CodeCode Available | 0 |
| E(n) Equivariant Graph Neural Networks | Feb 19, 2021 | Graph Property PredictionRepresentation Learning | CodeCode Available | 1 |
| Identity-aware Graph Neural Networks | Jan 25, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| Breaking the Expressive Bottlenecks of Graph Neural Networks | Dec 14, 2020 | Graph Property Prediction | CodeCode Available | 1 |
