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Functional Rank Allocation (FRA), an unlabeled method for constructing practical frontiers, improves worst-case and tail utility over uniform spectral compression in constrained-budget regimes.
A lightweight decision system that dynamically determines when to transmit by checking short-term trends in signal strength, while using Non-volatile Memory (NVM) to retain packets in unfavorable channel conditions and across energy failures is designed.
FraQ, an efficient coordinate-space recompression method for federated LoRA, is proposed, an efficient coordinate-space recompression method for federated LoRA that achieves accuracy close to uncompressed baselines while substantially reducing downlink communication with low server-side recompression overhead.
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