Matthias Fey
- Fast Graph Representation Learning with PyTorch Geometric
2019/03/06 by Matthias Fey, Jan Eric Lenssen, Fey, Matthias +1 · 307 citations
Computer Science · #Advanced Graph Neural Networks #Data Visualization and Analytics #Graph Theory and Algorithms
- Open Graph Benchmark: Datasets for Machine Learning on Graphs
2020/05/02 by Weihua Hu, Matthias Fey, Hu, Weihua +11 · 185 citations
Computer Science · #Advanced Graph Neural Networks #Graph Theory and Algorithms #Machine Learning in Healthcare
- OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs
2021/03/17 by Weihua Hu, Hu, Weihua, Matthias Fey +9 · 17 citations
Computer Science · Materials Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
- Temporal Graph Benchmark for Machine Learning on Temporal Graphs
2023/07/03 by Shenyang Huang, Huang, Shenyang, Farimah Poursafaei +17 · 17 citations
Computer Science · Decision Sciences · Social Sciences · #Advanced Graph Neural Networks #Data Quality and Management #Human Mobility and Location-Based Analysis
- Weisfeiler and Leman go Machine Learning: The Story so far
2021/12/18 by Christopher G. Morris, Morris, Christopher, Yaron Lipman +13 · 9 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- From Similarity to Superiority: Channel Clustering for Time Series Forecasting
2024/03/31 by Jialin Chen, Chen, Jialin, Jan Eric Lenssen +13 · 11 citations
Computer Science · #Time Series Analysis and Forecasting
- RelBench: A Benchmark for Deep Learning on Relational Databases
2024/07/29 by Joshua Robinson, Robinson, Joshua, Rishabh Ranjan +21 · 12 citations
Computer Science · #Artificial Intelligence (cs.AI) #Data Mining Algorithms and Applications #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning
2024/03/31 by Weihua Hu, Hu, Weihua, Yiwen Yuan +14 · 4 citations
Computer Science · Psychology · #Artificial Intelligence in Games #Databases (cs.DB) #FOS: Computer and information sciences #Innovative Teaching and Learning Methods #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Speech and dialogue systems
- PyG 2.0: Scalable Learning on Real World Graphs
2025/07/22 by Matthias Fey, Fey, Matthias, Akihiro Nitta +21 · 15 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
- ContextGNN: Beyond Two-Tower Recommendation Systems
2024/11/29 by Yiwen Yuan, Zecheng Zhang, Yuan, Yiwen +23 · 4 citations
Computer Science · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning in Healthcare #Recommender Systems and Techniques
- GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings
2021/06/10 by Matthias Fey, Fey, Matthias, Jan Eric Lenssen +5 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
- Relational Graph Transformer
2025/05/16 by Vijay Prakash Dwivedi, Sri Jaladi, Dwivedi, Vijay Prakash +13 · 3 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare