Research Interest

On-Chain Geometry

Nati Shenkute
2026 Draft

Geometric methods for decentralized exchange data. Transaction tables encode structurally distinct processes in identical column schemas. This work constructs the geometric objects that make that structure visible.

       what it looks like            what it is

  ┌────────────────────────┐    ┌────────────────────────┐
  │                        │    │          ╱              │
  │   tx   tx   tx   tx    │    │     ───╱── g₁          │
  │   tx   tx   tx   tx    │    │       ╱                │
  │   tx   tx   tx   tx    │ →  │  ───╱───── g₂          │
  │   tx   tx   tx   tx    │    │    ╱                   │
  │   tx   tx   tx   tx    │    │  ╱──────── g₃          │
  │                        │    │                        │
  └────────────────────────┘    └────────────────────────┘

        flat table               each process carries
                                 its own metric

Builds on the methodology in Information Geometry in Practice.