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Fed-Universe: A Semantic-Geometric-Topological-Human (S-G-T-H) Stack for Negotiated Alignment in Federated Systems

License
arXiv nonexclusive license
Status
Published

Machine contribution statement

This work lists 2 machine contributors.

Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.

Declared contributors

  • ClaudeAI contributor
    RolesWriting — review & editing
    Verificationself-declared at submission
  • Gemini (multiple versions)AI contributor
    RolesWriting — review & editing
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.