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size, enabling accurate, robust and culturally appropriate technology for low-resource languages. The objectives include: Establish reproducible testbeds across typologically diverse low-resource
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attacks, non-IID data, and intermittent communication. Build a reproducible UAV-PFL benchmark for evaluating state-of-the-art secure and robust aggregation methods. Design multi-evidence trust metrics using
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