Persona generates real-time parameter edits for on-device models in the cloud, grouped into prototype models with dynamic assignment, and reports strong accuracy gains over fine-tuning and prior device-cloud methods on recommendation and vision benchmarks.
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Tackling Device Data Distribution Real-time Shift via Prototype-based Parameter Editing
Persona generates real-time parameter edits for on-device models in the cloud, grouped into prototype models with dynamic assignment, and reports strong accuracy gains over fine-tuning and prior device-cloud methods on recommendation and vision benchmarks.