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

Hina Dixit, Punit Kumar, Irene Tenison +1

Cross-organization language-model adaptation increasingly faces hard governance constraints: in many deployments, device-level model state-parameters, activations, optimizer state,…