The geometric toolkit applied across domains.
Bracket Norm
A geometric invariant on population-level neural data that tracks causally important regions.
1 paper → MethodDirection Instability
A magnitude-invariant metric for perturbation consistency across biological contexts.
2 papers → MethodCross-Cohort Transfer
Subspace geodesic distance predicts when methods fail to transport.
1 paper → MethodBridge Detection
Edge-level Ollivier-Ricci curvature identifies structurally important edges in network graphs.
1 paper → MethodCross-Design Triangulation
Comparing evidence across study designs to classify mechanism failures.
2 papers → EvidenceValidity Audits
Claim-level audits testing whether a field's methods withstand external scrutiny.
2 papers → FrameworkML Generalization
Testing whether ML methods generalize beyond their benchmarks.
2 papers → Framework