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NewBeeNLP
NewBeeNLP
Feb 7, 2024 · Artificial Intelligence

On‑Device Recommendation Systems: Inference, Training, and Privacy Explained

This article reviews the latest progress in on‑device recommendation systems, detailing lightweight inference and deployment techniques, on‑device training and update strategies—including federated and distributed approaches—as well as security and privacy challenges, and outlines open research directions for this emerging AI paradigm.

AIEdge ComputingFederated Learning
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On‑Device Recommendation Systems: Inference, Training, and Privacy Explained