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Rethinking Resource Management in Edge Learning: A Joint Pre-training and Fine-tuning Design Paradigm.

, , , , , and . CoRR, (2024)

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Analog Spatial Cancellation for Tackling the Near-Far Problem in Wirelessly Powered Communications., and . IEEE J. Sel. Areas Commun., 34 (12): 3566-3576 (2016)Broadband Analog Aggregation for Low-Latency Federated Edge Learning., , and . IEEE Trans. Wirel. Commun., 19 (1): 491-506 (2020)Data-Importance Aware User Scheduling for Communication-Efficient Edge Machine Learning., , , and . CoRR, (2019)Communication, Computing, and Learning on the Edge., , , , , and . ICCS, page 268-273. IEEE, (2018)Communication-Efficient Federated Edge Learning via Optimal Probabilistic Device Scheduling., , , , , , and . IEEE Trans. Wirel. Commun., 21 (10): 8536-8551 (2022)Joint Maneuver and Beamforming Design for UAV-Enabled Integrated Sensing and Communication., , and . IEEE Trans. Wirel. Commun., 22 (4): 2424-2440 (April 2023)One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis., , , and . IEEE Trans. Wirel. Commun., 20 (3): 2120-2135 (2021)Cooperative Interference Management for Over-the-Air Computation Networks., , , and . IEEE Trans. Wirel. Commun., 20 (4): 2634-2651 (2021)Data-Importance Aware User Scheduling for Communication-Efficient Edge Machine Learning., , , and . IEEE Trans. Cogn. Commun. Netw., 7 (1): 265-278 (2021)Over-the-Air Computation in MIMO Multi-Access Channels: Beamforming and Channel Feedback., , and . CoRR, (2018)