Offloading Optimization in Intent-Driven Edge Computing: An LLM-Based Distributed Framework.

Mingqi Han https://orcid.org/0000-0002-0061-7321

Mingqi Han Xinghua Sun Chenyuan Feng Wen Zhan Xijun Wang 0001 Tony Q. S. Quek Offloading Optimization in Intent-Driven Edge Computing: An LLM-Based Distributed Framework. 2026 2113-2117 30 IEEE Commun. Lett. https://doi.org/10.1109/LCOMM.2026.3697578 db/journals/icl/icl30.html#HanSFZWQ26 streams/journals/icl

Mingqi Han Xinghua Sun Xijun Wang 0001 Wen Zhan Xiang Chen 0007 Tony Q. S. Quek Foundation Model Enhanced Joint Multi-Hop Task Offloading in Dynamic R2X/V2X-Based Edge Computing Networks. 2026 July 10984-10997 25 IEEE Trans. Mob. Comput. 7 https://doi.org/10.1109/TMC.2026.3665406 db/journals/tmc/tmc25.html#HanSWZCQ26 streams/journals/tmc

Mingqi Han Xinghua Sun Huadong Li Chenyuan Feng Xijun Wang 0001 Qiaofeng Xue Tony Q. S. Quek Multi-LLM Cooperation-Based Joint Intent-Driven Network Slicing and Resource Allocation. 2026 1568-1572 15 IEEE Wirel. Commun. Lett. https://doi.org/10.1109/LWC.2026.3656210 db/journals/wcl/wcl15.html#HanSLFWXQ26 streams/journals/wcl

Mingqi Han Xinghua Sun Huadong Li Xijun Wang 0001 Qiaofeng Xue Tony Q. S. Quek Joint Codebook and UE Selection for mmWave Multi-gNB Coordination Based on Dual-Encoder. 2026 1812-1816 15 IEEE Wirel. Commun. Lett. https://doi.org/10.1109/LWC.2026.3663180 db/journals/wcl/wcl15.html#HanSLWXQ26 streams/journals/wcl

Mingqi Han Xinghua Sun A Task Decomposition and Planning Framework for Efficient LLM Inference in AI-Enabled WiFi-Offload Networks. 2026 April abs/2604.21399 CoRR https://doi.org/10.48550/arXiv.2604.21399 db/journals/corr/corr2604.html#abs-2604-21399 streams/journals/corr

Anshan Yuan Mingqi Han Xinghua Sun Throughput Optimization for Multi-AP IEEE P802.11bq Networks Based on Combinatorial Multi-Armed Bandits. 2026 June abs/2606.03528 CoRR https://doi.org/10.48550/arXiv.2606.03528 db/journals/corr/corr2606.html#abs-2606-03528 streams/journals/corr

Mingqi Han Xinghua Sun Xijun Wang 0001 Wen Zhan Xiang Chen 0007 Transformer-Based Distributed Task Offloading and Resource Management in Cloud-Edge Computing Networks. 2938-2953 2025 September 43 IEEE J. Sel. Areas Commun. 9 https://doi.org/10.1109/JSAC.2025.3574611 db/journals/jsac/jsac43.html#HanSWZC25 streams/journals/jsac

Mingqi Han Zhenyu Chen Xinghua Sun Bandit-Based Multiple Access Approach for Multi-Link Operation in Heterogeneous Dynamic Networks. 1423-1437 2025 6 IEEE Open J. Commun. Soc. https://doi.org/10.1109/OJCOMS.2025.3535619 db/journals/ojcs/ojcs6.html#HanCS25 streams/journals/ojcs

Mingqi Han Xinghua Sun Xijun Wang 0001 Xiang Chen 0007 Foundation Model Enhanced Multiple Access in Heterogeneous Networks. 8974-8987 2025 September 24 IEEE Trans. Mob. Comput. 9 https://doi.org/10.1109/TMC.2025.3558942 db/journals/tmc/tmc24.html#HanSWC25 streams/journals/tmc

Anshan Yuan Mingqi Han Xinghua Sun Directional Downlink Sensing for Regional Monitoring: Enhancing Information Freshness. 3804-3808 2025 November 14 IEEE Wirel. Commun. Lett. 11 https://doi.org/10.1109/LWC.2025.3605624 db/journals/wcl/wcl14.html#YuanHS25 streams/journals/wcl

Mingqi Han Zhenyu Chen Xinghua Sun Multiple Access via Curriculum Multitask HAPPO Based on Dynamic Heterogeneous Wireless Network. 35073-35085 2024 November 11 IEEE Internet Things J. 21 https://doi.org/10.1109/JIOT.2024.3432530 db/journals/iotj/iotj11.html#HanCS24 streams/journals/iotj

Mingqi Han Xinghua Sun Wen Zhan Yayu Gao Yuan Jiang 0008 Multi-Agent Reinforcement Learning Based Uplink OFDMA for IEEE 802.11ax Networks. 8868-8882 2024 August 23 IEEE Trans. Wirel. Commun. 8 https://doi.org/10.1109/TWC.2024.3355276 https://www.wikidata.org/entity/Q129504475 db/journals/twc/twc23.html#HanSZGJ24 streams/journals/twc

Mingqi Han Xinghua Sun Xijun Wang 0001 Wen Zhan Xiang Chen 0007 Joint Caching, Communication, Computation Resource Management in Mobile-Edge Computing Networks. 1-6 2024 WCNC https://doi.org/10.1109/WCNC57260.2024.10571326 conf/wcnc/2024 db/conf/wcnc/wcnc2024.html#HanSWZC24 Mingqi Han Xinghua Sun Sihui Zheng Xijun Wang 0001 Hongzhou Tan Resource Rationing for Federated Learning with Reinforcement Learning. 150-155 2021 ComComAP https://doi.org/10.1109/ComComAp53641.2021.9653111 conf/comcomap/2021 db/conf/comcomap/comcomap2021.html#HanSZWT21 Xiang Chen 0007 Zhenyu Chen Chenyuan Feng Yayu Gao Yuan Jiang 0008 Huadong Li Tony Q. S. Quek Xinghua Sun Hongzhou Tan Xijun Wang 0001 Qiaofeng Xue Anshan Yuan Wen Zhan Sihui Zheng