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Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

Hina Dixit, Punit Kumar, Irene Tenison, Nevasini Sasikumar
Jun 3, 2026 at 04:00
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arXiv:2606.02958v1 Announce Type: cross Abstract: Cross-organization language-model adaptation increasingly faces hard governance constraints: in many deployments, device-level model state-parameters, activations, optimizer state, and per-device updates-cannot be exported outside an administrative boundary. Existing distributed and federated...

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