Research

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Testing whether lawful geometry improves learning, transfer, and compression

AIIA currently maintains two active proof programs

Research Programs

Constraint-based Representation Geometry

Investigates whether lawful constraints can generate useful navigable representation spaces.

Topics:

  • Constraint geometry

  • Biological representation

  • Transfer structure

  • Recursive organization

Recursive Transport Topology

Investigates predictive and causal organization in biological fitness landscapes.

Topics:

  • Recursive transport

  • Compression

  • Curvature

  • Transfer boundaries

  • Topological interventions

Publications