| Higher-order Structure Boosts Link Prediction on Temporal Graphs | May 21, 2025 | Dynamic Link PredictionGraph Learning | —Unverified | 0 |
| A PID-Controlled Tensor Wheel Decomposition Model for Dynamic Link Prediction | May 20, 2025 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| Predict Confidently, Predict Right: Abstention in Dynamic Graph Learning | Jan 14, 2025 | Abstention PredictionDynamic Link Prediction | —Unverified | 0 |
| Supra-Laplacian Encoding for Transformer on Dynamic Graphs | Sep 26, 2024 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 |
| Dynamic Link and Flow Prediction in Bank Transfer Networks | Sep 13, 2024 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 |
| DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs | Aug 13, 2024 | Dynamic Link PredictionDynamic Node Classification | —Unverified | 0 |
| DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models | Aug 8, 2024 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| Co-Neighbor Encoding Schema: A Light-cost Structure Encoding Method for Dynamic Link Prediction | Jul 30, 2024 | Dynamic Link PredictionGraph Learning | —Unverified | 0 |
| Temporal receptive field in dynamic graph learning: A comprehensive analysis | Jul 17, 2024 | BenchmarkingDynamic Link Prediction | CodeCode Available | 0 |
| From Link Prediction to Forecasting: Information Loss in Batch-based Temporal Graph Learning | Jun 7, 2024 | Dynamic Link PredictionGraph Learning | —Unverified | 0 |
| Exploring the Performance of Continuous-Time Dynamic Link Prediction Algorithms | May 27, 2024 | Binary ClassificationDynamic Link Prediction | CodeCode Available | 0 |
| Enhancing Cross-domain Link Prediction via Evolution Process Modeling | Feb 3, 2024 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| HOT: Higher-Order Dynamic Graph Representation Learning with Efficient Transformers | Nov 30, 2023 | Dynamic Link PredictionGraph Representation Learning | —Unverified | 0 |
| New Perspectives on the Evaluation of Link Prediction Algorithms for Dynamic Graphs | Nov 30, 2023 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 |
| Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world Networks | Nov 21, 2023 | Dynamic Link PredictionLink Prediction | CodeCode Available | 0 |
| Dynamic Link Prediction for New Nodes in Temporal Graph Networks | Oct 15, 2023 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| Dynamic Graph Representation Learning via Edge Temporal States Modeling and Structure-reinforced Transformer | Apr 20, 2023 | Dynamic Link PredictionGraph Representation Learning | —Unverified | 0 |
| Towards Better Dynamic Graph Learning: New Architecture and Unified Library | Mar 23, 2023 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 2 |
| EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning | Mar 22, 2023 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 1 |
| DBGDGM: Dynamic Brain Graph Deep Generative Model | Jan 26, 2023 | Dynamic Link PredictionFunctional Connectivity | —Unverified | 0 |
| DyG2Vec: Efficient Representation Learning for Dynamic Graphs | Oct 30, 2022 | Dynamic Link PredictionDynamic Node Classification | CodeCode Available | 0 |
| DyCSC: Modeling the Evolutionary Process of Dynamic Networks Based on Cluster Structure | Oct 23, 2022 | Dynamic Link PredictionGraph Embedding | CodeCode Available | 0 |
| Towards Better Evaluation for Dynamic Link Prediction | Jul 20, 2022 | Dynamic Link PredictionLink Prediction | CodeCode Available | 1 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 |
