community
active
leiden_hybrid_concepts
label: sonnet
community:leiden_hybrid_concepts-run2-c96Causal emergence & effective information
Using EI/normalized EI to evaluate macro-scale causal structure and coarse-graining quality.
2 members. Each node is clickable.
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The papers/notes whose extracted claims & findings make up this cluster.
Bridges (2)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
Claims (2)
- EI and normalized EI could serve as a unified metric for out-of-distribution generalization.Conjecture that maximizing EI yields causal representations invariant to distribution shifts.
- EI maximization serves as an objective standard for selecting coarse-graining and macro-dynamics.Claim by Hoel et al. and endorsed by this survey; used to counter subjectivity critiques.