DevoWorm (2025, #15): Hypergraph Modeling Methods and Applications to Developmental Systems скачать в хорошем качестве

DevoWorm (2025, #15): Hypergraph Modeling Methods and Applications to Developmental Systems

Attendees: Lalith Baru, Hussain Ather, Susan Crawford-Young, Jayadratha Gayen, and Bradly Alicea A continuation of Methods and Visulizations for Developmental Hypergraphs. Can hypernetworks acquire good representations of development? Aggregating nodes into hypernodes and edges into hyperedges. Transformers, embeddings, and machine learning functions. Contrastive leanring. Defining cliques and higher-order structure. Method for neighborhood aggregation in networks. References: Kim et.al (2024). A Survey on Hypergraph Neural Networks: an in-depth and step-by-step guide. arXiv, 2404.01039. Corso et.al (2020). Principal Neighbourhood Aggregation for Graph Nets. arXiv, 2004.05718.