community
active
leiden_hybrid_concepts
label: haiku
community:leiden_hybrid_concepts-run4-c3-c0-c3Hierarchical network topology and emergent dynamics
How nested, clique-based structures enable multiscale pattern formation and selective state transitions unavailable in flat networks.
2 members. Each node is clickable.
Loading graph…
Drawn from 1 source
The papers/notes whose extracted claims & findings make up this cluster.
Bridges (3)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
Claims (1)
- Hierarchical structure in interaction topology enables complex multiscale patterns that cannot exist in flat networks.Explains why biological systems achieve organization across scales while language models struggle; grounds in free energy scaling
Findings (1)
- In hierarchical systems with independent cliques, there exist parameter regimes where individual cliques maintain uniform magnetisation while others flip.Shows how hierarchical topology enables local order within global flexibility; explains biological multiscale organization