#federated learning

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A backplane row of a dozen small pale cartridge modules, most showing a steady green indicator lens, one near the end caught with its indicator flickering between green and amber

The Hardest Unsolved Problems in Small and On-Device AI

A model that fits inside a phone's memory and thermal budget is not thereby reliable. Five failures below the aggregate score remain open, each anchored to a paper's own stated limitation rather than general doubt about scale.

By Brecht Corbeel · August 23, 2026 · 18 min read

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