Review
- The structure and dynamics of networks with higher order interactions - ScienceDirect
- 2-page Review: Simplicial networks: a powerful tool for characterizing higher-order interactions | National Science Review | Oxford Academic
- Networks beyond pairwise interactions: Structure and dynamics - ScienceDirect
- The physics of higher-order interactions in complex systems | Nature Physics
Code
ML Community
- NeurIPS 2021 The decomposition of the higher-order homology embedding constructed from the k-Laplacian
- AAAI 22 Dist2Cycle: A Simplicial Neural Network for Homology Localization | Proceedings of the AAAI Conference on Artificial Intelligence
- LOG 22 Effective Higher-Order Link Prediction and Reconstruction From Simplicial Complex Embeddings
- [2301.03627] Quantifying the structural stability of simplicial homology
- https://royalsocietypublishing.org/doi/full/10.1098/rsif.2022.0043
- Disentangling high-order mechanisms and high-order behaviours in complex systems | Nature Physics
- Higher-order organization of complex networks
- https://aip.scitation.org/doi/full/10.1063/5.0074641
- [2205.10291] Hyper-diffusion on multiplex networks
- [2206.10852] Multiple synchronization transitions in simplicial complexes on multilayer networks
- [2205.10291] Hyper-diffusion on multiplex networks
- A synergistic core for human brain evolution and cognition | Nature Neuroscience
- Influential groups for seeding and sustaining nonlinear contagion in heterogeneous hypergraphs | Communications Physics
- Higher-order motif analysis in hypergraphs | Communications Physics
- Phys. Rev. E 105, L042202 (2022) - Higher-order interactions promote chimera states
- [2203.03060] Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes