Xiangyu Zhao
Xiangyu Zhao
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Datasets and Benchmarks
Enhancing Node Representations for Real-World Complex Networks with Topological Augmentation
We present Topological Augmentation (TopoAug), a novel graph augmentation method incorporating higher-order node relations for real-world complex networks, and provide 23 novel real-world graph datasets across various domains.
Xiangyu Zhao
,
Zehui Li
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
Enhancing Real-World Complex Network Representations with Topological Augmentation
PhD Second Year Project – We present Topological Augmentation (TopoAug), a novel graph augmentation method incorporating higher-order node relations for real-world complex networks, and provide 23 novel real-world graph datasets across various domains.
Xiangyu Zhao
,
Zehui Li
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
25 Apr 2024
Enhancing Real-World Complex Network Representations with Topological Augmentation
PhD Second Year Project – We present Topological Augmentation (TopoAug), a novel graph augmentation method incorporating higher-order node relations for real-world complex networks, and provide 23 novel real-world graph datasets across various domains.
Xiangyu Zhao
,
Zehui Li
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
Hybrid Graph: A Unified Graph Representation with Datasets and Benchmarks for Complex Graphs
We introduce the concept of hybrid graphs, a unified definition for higher-order graphs, and present the Hybrid Graph Benchmark (HGB), a collection of hybrid graph datasets with an extensible evaluation framework.
Zehui Li
,
Xiangyu Zhao
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
Unifying Higher-Order Graph Representation with New Datasets and Benchmarks
PhD First Year Project – We introduce the concept of hybrid graphs, a unified definition for higher-order graphs, and present the Hybrid Graph Benchmark (HGB), a collection of hybrid graph datasets with an extensible evaluation framework.
Zehui Li
,
Xiangyu Zhao
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
8 Jun 2023
Unifying Higher-Order Graph Representation with New Datasets and Benchmarks
PhD First Year Project – We introduce the concept of hybrid graphs, a unified definition for higher-order graphs, and present the Hybrid Graph Benchmark (HGB), a collection of hybrid graph datasets with an extensible evaluation framework.
Zehui Li
,
Xiangyu Zhao
,
Mingzhu Shen
,
Guy-Bart Stan
,
Pietro Liò
,
Yiren Zhao
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