| An overview of the quantitative causality analysis and causal graph reconstruction based on a rigorous formalism of information flow | Dec 31, 2021 | Graph Reconstruction | —Unverified | 0 |
| HEAT: Holistic Edge Attention Transformer for Structured Reconstruction | Nov 30, 2021 | Edge ClassificationExtracting Buildings In Remote Sensing Images | CodeCode Available | 1 |
| Inference Attacks Against Graph Neural Networks | Oct 6, 2021 | Graph ClassificationGraph Embedding | CodeCode Available | 1 |
| Reconstruction for Powerful Graph Representations | Oct 1, 2021 | Graph ReconstructionGraph Representation Learning | —Unverified | 0 |
| Local2Global: Scaling global representation learning on graphs via local training | Jul 26, 2021 | Graph ReconstructionGraph Representation Learning | CodeCode Available | 0 |
| Edge Representation Learning with Hypergraphs | Jun 30, 2021 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 |
| TGRNet: A Table Graph Reconstruction Network for Table Structure Recognition | Jun 20, 2021 | Cell DetectionGraph Reconstruction | CodeCode Available | 1 |
| JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs | Jun 19, 2021 | Graph ReconstructionKG-to-Text Generation | CodeCode Available | 1 |
| Symmetric Spaces for Graph Embeddings: A Finsler-Riemannian Approach | Jun 9, 2021 | Graph ReconstructionNode Classification | CodeCode Available | 2 |
| Pseudo-Riemannian Graph Convolutional Networks | Jun 6, 2021 | Graph ReconstructionInductive Bias | CodeCode Available | 1 |
| A Robust and Generalized Framework for Adversarial Graph Embedding | May 22, 2021 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 0 |
| Normalized multivariate time series causality analysis and causal graph reconstruction | Apr 23, 2021 | Causal InferenceGraph Reconstruction | —Unverified | 0 |
| Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning | Apr 20, 2021 | ClusteringGeneral Classification | CodeCode Available | 1 |
| Spatio-temporal Modeling for Large-scale Vehicular Networks Using Graph Convolutional Networks | Mar 13, 2021 | Graph Reconstruction | —Unverified | 0 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | CodeCode Available | 1 |
| Disentangling homophily, community structure and triadic closure in networks | Jan 7, 2021 | Community DetectionGraph Reconstruction | CodeCode Available | 0 |
| Learning Node Representations from Noisy Graph Structures | Dec 4, 2020 | Graph ReconstructionNode Classification | —Unverified | 0 |
| Permutation-equivariant and Proximity-aware Graph Neural Networks with Stochastic Message Passing | Sep 5, 2020 | Graph MiningGraph Reconstruction | CodeCode Available | 0 |
| SCG-Net: Self-Constructing Graph Neural Networks for Semantic Segmentation | Sep 3, 2020 | Graph ReconstructionOpen-Ended Question Answering | —Unverified | 0 |
| GloDyNE: Global Topology Preserving Dynamic Network Embedding | Aug 5, 2020 | Graph ReconstructionIncremental Learning | CodeCode Available | 1 |
| Privacy-Preserving Approach PBCN in Social Network With Differential Privacy | Jun 2, 2020 | ClusteringGraph Reconstruction | —Unverified | 0 |
| A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks | May 8, 2020 | Graph ReconstructionGraph Representation Learning | —Unverified | 0 |
| Self-Constructing Graph Convolutional Networks for Semantic Labeling | Mar 15, 2020 | Graph ReconstructionKnowledge Graphs | CodeCode Available | 1 |
| Unsupervised Graph Embedding via Adaptive Graph Learning | Mar 10, 2020 | Clusteringgraph construction | —Unverified | 0 |
| Vectorizing World Buildings: Planar Graph Reconstruction by Primitive Detection and Relationship Inference | Dec 11, 2019 | Graph Reconstruction | CodeCode Available | 1 |