most citedExplaining the Power of Topological Data Analysis in Graph Machine Learning

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cs.LG2024

TopER: Topological Embeddings in Graph Representation Learning

Astrit Tola, Funmilola Mary Taiwo, Cuneyt Gurcan Akcora +1

Graph embeddings play a critical role in graph representation learning, allowing machine learning models to explore and interpret graph-structured data. However, existing methods o…

cs.LG2024★ 1 cited

Explaining the Power of Topological Data Analysis in Graph Machine Learning

Funmilola Mary Taiwo, Umar Islambekov, Cuneyt Gurcan Akcora

Topological Data Analysis (TDA) has been praised by researchers for its ability to capture intricate shapes and structures within data. TDA is considered robust in handling noisy a…