Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).
☆701Jun 4, 2025Updated 8 months ago
Alternatives and similar repositories for Awesome-DynamicGraphLearning
Users that are interested in Awesome-DynamicGraphLearning are comparing it to the libraries listed below
Sorting:
- A Library for Dynamic Graph Learning (NeurIPS 2023)☆288Sep 28, 2023Updated 2 years ago
- Archive of Temporal Knowledge Reasoning in Social Network and Knowledge Graph☆458Oct 29, 2023Updated 2 years ago
- Dynamic Graph Benchmark☆88Jan 24, 2023Updated 3 years ago
- Awesome Temporal Graph Learning is a collection of SOTA, novel temporal graph learning methods (papers, codes, and datasets).☆89May 19, 2025Updated 9 months ago
- Advances on machine learning of dynamic (temporal) graphs, covering the reading list of recent top academic conferences.☆64Oct 22, 2023Updated 2 years ago
- TGN: Temporal Graph Networks☆1,161May 28, 2024Updated last year
- ☆216Dec 25, 2023Updated 2 years ago
- ☆341Jul 25, 2024Updated last year
- ☆104Oct 19, 2023Updated 2 years ago
- Temporal Graph Benchmark project repo☆248Oct 6, 2025Updated 4 months ago
- [NeurIPS 2022] The official PyTorch implementation of "Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dyna…☆54Nov 23, 2022Updated 3 years ago
- The official PyTorch implementation of "An Attentional Multi-scale Co-evolving Model for Dynamic Link Prediction" (TheWebConf'23)☆11May 4, 2023Updated 2 years ago
- Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).☆1,711Feb 2, 2024Updated 2 years ago
- ☆144Nov 5, 2023Updated 2 years ago
- Awesome Papers About Performing Prompting On Graphs☆421May 15, 2025Updated 9 months ago
- Some papers on Temporal Knowledge Graph Embedding and Reasoning☆84Sep 3, 2025Updated 5 months ago
- A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"☆409Jul 25, 2024Updated last year
- Advances on machine learning of graphs, covering the reading list of recent top academic conferences.☆232Nov 22, 2025Updated 3 months ago
- Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).☆993May 6, 2025Updated 9 months ago
- PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)☆2,949Sep 18, 2025Updated 5 months ago
- CTGCN: k-core based Temporal Graph Convolutional Network for Dynamic Graphs (accepted by IEEE TKDE in 2020) https://ieeexplore.ieee.org/…☆94Jan 22, 2026Updated last month
- Code of TiRGN☆48Aug 12, 2022Updated 3 years ago
- ☆13Mar 8, 2024Updated last year
- Temporal Knowledge Graph Forecasting Using In-Context Learning (EMNLP 2023)☆33Jun 28, 2024Updated last year
- Representation learning on dynamic graphs using self-attention networks☆308Mar 24, 2023Updated 2 years ago
- This repository contains the resources on graph neural network (GNN) considering heterophily.☆270Dec 4, 2024Updated last year
- 动态图嵌入方法学习☆16Jan 20, 2022Updated 4 years ago
- Reproducing the results of the paper Continuous-time Dynamic Network Embeddings☆30Aug 9, 2019Updated 6 years ago
- Papers about out-of-distribution generalization on graphs.☆168Jun 5, 2023Updated 2 years ago
- This is the official code release of the following paper: Zixuan Li, Xiaolong Jin, Wei Li, Saiping Guan, Jiafeng Guo, Huawei Shen, Yuanzh…☆160Mar 20, 2023Updated 2 years ago
- [IJCAI 2024] Papers about graph reduction including graph coarsening, graph condensation, graph sparsification, graph summarization, etc.☆177Feb 2, 2026Updated 3 weeks ago
- A curated list of papers and resources based on "Large Language Models on Graphs: A Comprehensive Survey" (TKDE)☆980Mar 2, 2025Updated 11 months ago
- Dynamic (Temporal) Knowledge Graph Completion (Reasoning)☆607Sep 15, 2020Updated 5 years ago
- Awesome graph anomaly detection techniques built based on deep learning frameworks. Collections of commonly used datasets, papers as well…☆383Jul 10, 2023Updated 2 years ago
- ☆67Oct 14, 2021Updated 4 years ago
- Papers about graph transformers.☆920Mar 19, 2025Updated 11 months ago
- Codes for WWW 2023 paper "TIGER: Temporal Interaction Graph Embedding with Restarts"☆12Feb 16, 2023Updated 3 years ago
- The code of paper "A Novel Representation Learning for Dynamic Graphs Based on Graph Convolutional Networks, IEEE Transactions on Cyberne…☆20May 23, 2022Updated 3 years ago
- An Empirical Evaluation of Temporal Graph Benchmark☆37Aug 20, 2023Updated 2 years ago