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HoloBrain and HoloGraph framework: modeling brain rhythms through coupled oscillatory synchronization and applying this principle to graph neural networks. Addresses GNN over-smoothing and enables reasoning on graphs through oscillatory dynamics.
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| name | holobrain-holograph-oscillatory-gnn |
| description | HoloBrain and HoloGraph framework: modeling brain rhythms through coupled oscillatory synchronization and applying this principle to graph neural networks. Addresses GNN over-smoothing and enables reasoning on graphs through oscillatory dynamics. |
Paper: arXiv:2602.00057 Authors: Tingting Dan, Jiaqi Ding, Guorong Wu Categories: q-bio.NC, cs.LG Year: 2026
Two-part framework connecting neuroscience and machine learning through oscillatory synchronization:
