| Towards Better Dynamic Graph Learning: New Architecture and Unified Library | Mar 23, 2023 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 2 | 5 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 | 5 |
| EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning | Mar 22, 2023 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 1 | 5 |
| Benchmarking Graph Neural Networks on Dynamic Link Prediction | Sep 29, 2021 | BenchmarkingDynamic Link Prediction | CodeCode Available | 1 | 5 |
| Canonical Tensor Decomposition for Knowledge Base Completion | Jun 19, 2018 | Dynamic Link PredictionKnowledge Base Completion | 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 |
| Learning Self-Modulating Attention in Continuous Time Space with Applications to Sequential Recommendation | Mar 30, 2022 | Dynamic Link PredictionSequential Recommendation | CodeCode Available | 1 | 5 |
| Variational Graph Recurrent Neural Networks | Aug 26, 2019 | AttributeDynamic Link Prediction | CodeCode Available | 1 | 5 |
| EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs | Feb 26, 2019 | Dynamic Link PredictionEdge Classification | CodeCode Available | 1 | 5 |
| Towards Better Evaluation for Dynamic Link Prediction | Jul 20, 2022 | Dynamic Link PredictionLink Prediction | CodeCode Available | 1 | 5 |
| New Perspectives on the Evaluation of Link Prediction Algorithms for Dynamic Graphs | Nov 30, 2023 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 | 5 |
| DyCSC: Modeling the Evolutionary Process of Dynamic Networks Based on Cluster Structure | Oct 23, 2022 | Dynamic Link PredictionGraph Embedding | CodeCode Available | 0 | 5 |
| DyG2Vec: Efficient Representation Learning for Dynamic Graphs | Oct 30, 2022 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 0 | 5 |
| dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning | Sep 7, 2018 | Dynamic Link PredictionGraph Representation Learning | CodeCode Available | 0 | 5 |
| DyRep: Learning Representations over Dynamic Graphs | May 1, 2019 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 | 5 |
| Exploring the Performance of Continuous-Time Dynamic Link Prediction Algorithms | May 27, 2024 | Binary ClassificationDynamic Link Prediction | CodeCode Available | 0 | 5 |
| Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world Networks | Nov 21, 2023 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 | 5 |
| Learning Temporal Attention in Dynamic Graphs with Bilinear Interactions | Sep 23, 2019 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 | 5 |
| Supra-Laplacian Encoding for Transformer on Dynamic Graphs | Sep 26, 2024 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 | 5 |
| Temporal receptive field in dynamic graph learning: A comprehensive analysis | Jul 17, 2024 | BenchmarkingDynamic Link Prediction | CodeCode Available | 0 | 5 |
| DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs | Aug 13, 2024 | Dynamic Link PredictionDynamic Node Classification | —Unverified | 0 | 0 |
| A Survey on Embedding Dynamic Graphs | Jan 4, 2021 | Anomaly DetectionDynamic graph embedding | —Unverified | 0 | 0 |
| A PID-Controlled Tensor Wheel Decomposition Model for Dynamic Link Prediction | May 20, 2025 | Dynamic Link PredictionLink Prediction | —Unverified | 0 | 0 |
| Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey | May 13, 2020 | Dynamic Link PredictionEpidemiology | —Unverified | 0 | 0 |
| From Link Prediction to Forecasting: Information Loss in Batch-based Temporal Graph Learning | Jun 7, 2024 | Dynamic Link PredictionGraph Learning | —Unverified | 0 | 0 |
