| Symmetric Spaces for Graph Embeddings: A Finsler-Riemannian Approach | Jun 9, 2021 | Graph ReconstructionNode Classification | CodeCode Available | 2 | 5 |
| EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing Corpora | Jun 26, 2025 | Graph ReconstructionRAG | CodeCode Available | 2 | 5 |
| Generative Contrastive Graph Learning for Recommendation | Jul 11, 2023 | Collaborative FilteringContrastive Learning | CodeCode Available | 1 | 5 |
| Graph Parsing Networks | Feb 22, 2024 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 | 5 |
| TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning with Structure-Trajectory Prompted Reconstruction for Person Re-Identification | Mar 13, 2023 | Contrastive LearningGraph Reconstruction | CodeCode Available | 1 | 5 |
| GloDyNE: Global Topology Preserving Dynamic Network Embedding | Aug 5, 2020 | Graph ReconstructionIncremental Learning | CodeCode Available | 1 | 5 |
| Large-Scale Targeted Cause Discovery with Data-Driven Learning | Aug 29, 2024 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 | 5 |
| Graph Auto-Encoder Via Neighborhood Wasserstein Reconstruction | Feb 18, 2022 | DecoderGraph Mining | CodeCode Available | 1 | 5 |
| Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer | Jun 11, 2019 | Graph ReconstructionPrediction | CodeCode Available | 1 | 5 |
| CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models | May 22, 2025 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 | 5 |
| Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer | May 27, 2022 | Few-Shot LearningGraph Learning | CodeCode Available | 1 | 5 |
| Pseudo-Riemannian Graph Convolutional Networks | Jun 6, 2021 | Graph ReconstructionInductive Bias | CodeCode Available | 1 | 5 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | CodeCode Available | 1 | 5 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 | 5 |
| Self-Constructing Graph Convolutional Networks for Semantic Labeling | Mar 15, 2020 | Graph ReconstructionKnowledge Graphs | CodeCode Available | 1 | 5 |
| Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning | Apr 20, 2021 | ClusteringGeneral Classification | CodeCode Available | 1 | 5 |
| Data Imputation with Iterative Graph Reconstruction | Dec 6, 2022 | Data Imputation 70%Graph Generation | CodeCode Available | 1 | 5 |
| TGRNet: A Table Graph Reconstruction Network for Table Structure Recognition | Jun 20, 2021 | Cell DetectionGraph Reconstruction | CodeCode Available | 1 | 5 |
| On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation | Jun 15, 2023 | Graph ReconstructionReconstruction Attack | CodeCode Available | 1 | 5 |
| Vectorizing World Buildings: Planar Graph Reconstruction by Primitive Detection and Relationship Inference | Dec 11, 2019 | Graph Reconstruction | CodeCode Available | 1 | 5 |
| DynWalks: Global Topology and Recent Changes Awareness Dynamic Network Embedding | Jul 27, 2019 | Graph ReconstructionLink Prediction | CodeCode Available | 1 | 5 |
| Edge Representation Learning with Hypergraphs | Jun 30, 2021 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 | 5 |
| Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting | Feb 1, 2024 | Graph Reconstruction | CodeCode Available | 1 | 5 |
| JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs | Jun 19, 2021 | Graph ReconstructionKG-to-Text Generation | CodeCode Available | 1 | 5 |
| Exploring the Individuality and Collectivity of Intents behind Interactions for Graph Collaborative Filtering | May 15, 2024 | Collaborative FilteringGraph Generation | CodeCode Available | 1 | 5 |
| Inference Attacks Against Graph Neural Networks | Oct 6, 2021 | Graph ClassificationGraph Embedding | CodeCode Available | 1 | 5 |
| Information Recovery-Driven Deep Incomplete Multiview Clustering Network | Apr 2, 2023 | ClusteringGraph Reconstruction | CodeCode Available | 1 | 5 |
| HEAT: Holistic Edge Attention Transformer for Structured Reconstruction | Nov 30, 2021 | Edge ClassificationExtracting Buildings In Remote Sensing Images | CodeCode Available | 1 | 5 |
| Multi-Task Text Classification using Graph Convolutional Networks for Large-Scale Low Resource Language | May 2, 2022 | Graph ReconstructionSarcasm Detection | CodeCode Available | 0 | 5 |
| An open unified deep graph learning framework for discovering drug leads | Dec 6, 2022 | BenchmarkingDrug Discovery | CodeCode Available | 0 | 5 |
| A Robust and Generalized Framework for Adversarial Graph Embedding | May 22, 2021 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 0 | 5 |
| Permutation-equivariant and Proximity-aware Graph Neural Networks with Stochastic Message Passing | Sep 5, 2020 | Graph MiningGraph Reconstruction | CodeCode Available | 0 | 5 |
| Constraint-Free Structure Learning with Smooth Acyclic Orientations | Sep 15, 2023 | Graph Reconstruction | CodeCode Available | 0 | 5 |
| Disentangling homophily, community structure and triadic closure in networks | Jan 7, 2021 | Community DetectionGraph Reconstruction | CodeCode Available | 0 | 5 |
| DynamicGEM: A Library for Dynamic Graph Embedding Methods | Nov 26, 2018 | Dynamic graph embeddingGeneral Classification | CodeCode Available | 0 | 5 |
| GLEE: Geometric Laplacian Eigenmap Embedding | May 23, 2019 | Graph EmbeddingGraph Reconstruction | CodeCode Available | 0 | 5 |
| GRAIN: Exact Graph Reconstruction from Gradients | Mar 3, 2025 | Federated LearningGraph Attention | CodeCode Available | 0 | 5 |
| Local2Global: Scaling global representation learning on graphs via local training | Jul 26, 2021 | Graph ReconstructionGraph Representation Learning | CodeCode Available | 0 | 5 |
| Accelerating Dynamic Network Embedding with Billions of Parameter Updates to Milliseconds | Jun 15, 2023 | Graph ReconstructionGraph Representation Learning | CodeCode Available | 0 | 5 |
| Normed Spaces for Graph Embedding | Dec 3, 2023 | Graph EmbeddingGraph Reconstruction | CodeCode Available | 0 | 5 |
| Private Graph Extraction via Feature Explanations | Jun 29, 2022 | BIG-bench Machine LearningGraph Reconstruction | CodeCode Available | 0 | 5 |
| Generative Graph Convolutional Network for Growing Graphs | Mar 6, 2019 | Graph GenerationGraph Reconstruction | —Unverified | 0 | 0 |
| Filling in the Gaps: Efficient Event Coreference Resolution using Graph Autoencoder Networks | Oct 18, 2023 | coreference-resolutionCoreference Resolution | —Unverified | 0 | 0 |
| Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank | Jun 17, 2019 | CPUGraph Reconstruction | —Unverified | 0 | 0 |
| Identifying Influential nodes in Brain Networks via Self-Supervised Graph-Transformer | Sep 17, 2024 | Graph Reconstruction | —Unverified | 0 | 0 |
| A Graph Reconstruction by Dynamic Signal Coefficient for Fault Classification | May 30, 2023 | Fault Diagnosisfeature selection | —Unverified | 0 | 0 |
| FairGen: Towards Fair Graph Generation | Mar 30, 2023 | Data AugmentationFairness | —Unverified | 0 | 0 |
| Information Theoretic Optimal Learning of Gaussian Graphical Models | Mar 15, 2017 | Graph Reconstruction | —Unverified | 0 | 0 |
| Empirical effect of graph embeddings on fraud detection/ risk mitigation | Mar 5, 2019 | Fraud DetectionGraph Embedding | —Unverified | 0 | 0 |
| Learning Node Representations from Noisy Graph Structures | Dec 4, 2020 | Graph ReconstructionNode Classification | —Unverified | 0 | 0 |