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Extensive experiments are conducted on a physical platform with 80 commercial devices. 10.1109/tmc.2025.3586644 jun liu , yunming liao , hongli xu , yang xu , jianchun liu , chen qian However, there are two critical challenges for efficient fedft in practical applications, i.e., resource constraints and system heterogeneity
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Devices with more resources can handle higher ranks, while constrained devices use lower ranks. While promising, it raises significant challenges due to the heterogeneous resources and data distributions of clients.this study introduces flexlora, a simple yet effective aggregation scheme.
