E (n) equivariant topological neural networks

C Battiloro, E Karaismailoğlu, M Tec… - arxiv preprint arxiv …, 2024 - arxiv.org
Graph neural networks excel at modeling pairwise interactions, but they cannot flexibly
accommodate higher-order interactions and features. Topological deep learning (TDL) has …

Training-Free Message Passing for Learning on Hypergraphs

B Tang, Z Liu, K Jiang, S Chen, X Dong - arxiv preprint arxiv:2402.05569, 2024 - arxiv.org
Hypergraphs are crucial for modelling higher-order interactions in real-world data.
Hypergraph neural networks (HNNs) effectively utilise these structures by message passing …