| 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 |
| How Attentive are Graph Attention Networks? | May 30, 2021 | Graph AttentionGraph Classification | CodeCode Available | 1 |
| E(n) Equivariant Graph Neural Networks | Feb 19, 2021 | Graph Property PredictionRepresentation Learning | CodeCode Available | 1 |
| 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 |
| Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification | Dec 6, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Wasserstein Embedding for Graph Learning | Jun 16, 2020 | Computational EfficiencyGraph Classification | CodeCode Available | 1 |
| Generative Adversarial Networks | Jun 10, 2014 | Graph Property PredictionSuper-Resolution | CodeCode Available | 1 |
| Graph Positional Autoencoders as Self-supervised Learners | May 29, 2025 | Graph Property PredictionMissing Elements | —Unverified | 0 |
| Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling | May 24, 2025 | Computational EfficiencyGraph Learning | —Unverified | 0 |
| Graph Generative Pre-trained Transformer | Jan 2, 2025 | Graph GenerationGraph Property Prediction | —Unverified | 0 |
| Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning | Dec 26, 2024 | Graph LearningGraph Property Prediction | CodeCode Available | 0 |
| Data-Driven Self-Supervised Graph Representation Learning | Dec 24, 2024 | Data AugmentationDocument Classification | CodeCode Available | 0 |
| Next Level Message-Passing with Hierarchical Support Graphs | Jun 22, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 |
| Contextualized Messages Boost Graph Representations | Mar 19, 2024 | Graph Property PredictionProperty Prediction | CodeCode Available | 0 |
| Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Lehman Go Indifferent | Nov 2, 2023 | Graph Neural NetworkGraph Property Prediction | —Unverified | 0 |
| Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes | Aug 13, 2023 | Graph ClassificationGraph Property Prediction | —Unverified | 0 |
| Graph Neural Networks Go Forward-Forward | Feb 10, 2023 | Graph Property PredictionProperty Prediction | —Unverified | 0 |
| Affinity-Aware Graph Networks | Jun 23, 2022 | Graph Property PredictionGraph Regression | —Unverified | 0 |
| 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 |
| Addressing Over-Smoothing in Graph Neural Networks via Deep Supervision | Feb 25, 2022 | Graph Property PredictionProperty Prediction | —Unverified | 0 |
