Cayley graph
PulseAugur coverage of Cayley graph — every cluster mentioning Cayley graph across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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New research defines function smoothness using group theory and Fourier analysis
A new research paper explores the concept of "smoothness" for functions within the context of group theory, moving beyond its traditional definition in real-valued functions. The study proposes that smoothness in $L^2(G…
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Neurosymbolic AI Discovers Algebraic Graph Constructions
Researchers have developed a neurosymbolic agent capable of discovering algebraic descriptions for graphs, even when provided only with raw data like adjacency matrices. This agent combines a large language model with t…
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Siamese GNN predicts subgroup relations with 95.9% accuracy
Researchers have developed a Siamese Graph Neural Network (Siamese GNN) to predict subgroup relations in finite groups. This model represents groups as Cayley graphs and generates embeddings, which are then combined wit…
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Siamese GNN predicts finite group subgroup relations with 95.9% accuracy
Researchers have developed a Siamese Graph Neural Network (Siamese GNN) to predict subgroup relations in finite groups. The model uses Cayley graphs to represent groups and generates embeddings that are combined with al…
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Graph Neural Networks learn algebraic properties from Cayley graphs
Researchers have developed a general framework using Graph Neural Networks (GNNs) to learn algebraic properties of finite groups directly from their Cayley graph representations. This property-independent framework was …