{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T08:34:42Z","timestamp":1769675682569,"version":"3.49.0"},"reference-count":64,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2022YFB2902200"],"award-info":[{"award-number":["2022YFB2902200"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62471064"],"award-info":[{"award-number":["62471064"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002766","name":"Beijing University of Posts and Telecommunications (BUPT) Excellent Ph.D. Students Foundation","doi-asserted-by":"publisher","award":["CX20252013"],"award-info":[{"award-number":["CX20252013"]}],"id":[{"id":"10.13039\/501100002766","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Beijing Natural Science Foundation","award":["QY25332"],"award-info":[{"award-number":["QY25332"]}]},{"DOI":"10.13039\/501100002766","name":"National Research Foundation, Singapore and Infocomm Media Development Authority under its Future Communications Research and Development Program","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002766","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Smart Networks and Services Joint Undertaking (SNS JU) Project 6G Goal-Oriented Al-Enabled Learning And Semantic Communication Networks (6G-GOALS) through the European Union\u2019s (EU\u2019s) Horizon Program","award":["101139232"],"award-info":[{"award-number":["101139232"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Sel. Areas Commun."],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1109\/jsac.2025.3623191","type":"journal-article","created":{"date-parts":[[2025,10,20]],"date-time":"2025-10-20T17:50:09Z","timestamp":1760982609000},"page":"4231-4246","source":"Crossref","is-referenced-by-count":0,"title":["Advancing Compositional LLM Reasoning With Structured Task Relations in Interactive Multimodal Communications"],"prefix":"10.1109","volume":"43","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-0060-6693","authenticated-orcid":false,"given":"Xinye","family":"Cao","sequence":"first","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-6490-9630","authenticated-orcid":false,"given":"Hongcan","family":"Guo","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1987-2736","authenticated-orcid":false,"given":"Guoshun","family":"Nan","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"given":"Jiaoyang","family":"Cui","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"given":"Haoting","family":"Qian","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-9342-8329","authenticated-orcid":false,"given":"Yihan","family":"Lin","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"given":"Yilin","family":"Peng","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"given":"Diyang","family":"Zhang","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5571-9539","authenticated-orcid":false,"given":"Yanzhao","family":"Hou","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7689-482X","authenticated-orcid":false,"given":"Huici","family":"Wu","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"given":"Xiaofeng","family":"Tao","sequence":"additional","affiliation":[{"name":"National Engineering Research Center for Mobile Network Technologies, Beijing University of Posts and Telecommunications (BUPT), Beijing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4037-3149","authenticated-orcid":false,"given":"Tony Q. S.","family":"Quek","sequence":"additional","affiliation":[{"name":"Singapore University of Technology and Design, Tampines, Singapore"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3545572"},{"key":"ref2","first-page":"1","article-title":"On the road with GPT-4 V(ision): Explorations of utilizing visual-language model as autonomous driving agent","volume-title":"Proc. ICLR Workshop","author":"Wen"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2020.3034817"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2024.3395748"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TGCN.2023.3235887"},{"key":"ref6","volume-title":"Recommendation ITU-R M.2160\u20130(11\/2023) M Series: Mobile, Radiodetermination, Amateur and Related Satellite Services Framework and Overall Objectives of the Future Development of IMT for 2030 and Beyond","year":"2023"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/IEEECONF48371.2020.9078581"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-021-3522-0"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2021.3053601"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2021.3061701"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2019.1900271"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-024-4337-1"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MCOMSTD.001.1900053"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01778"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2024.04.020"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2019.08.011"},{"key":"ref17","first-page":"6","article-title":"Artificial intelligence computing for a smart city, G-enabled network in box for Internet of Connected Vehicles","volume-title":"Proc. SCITA","author":"See"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2712560"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3290723"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107217"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2024.3357479"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3612420"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/BigData59044.2023.10386743"},{"key":"ref24","first-page":"53366","article-title":"NExT-GPT: Any-to-any multimodal LLM","volume-title":"Proc. ICML","author":"Wu"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3408317"},{"key":"ref26","first-page":"13957","article-title":"Reparameterized policy learning for multimodal trajectory optimization","volume-title":"Proc. ICML","author":"Huang"},{"key":"ref27","first-page":"12513","article-title":"LoRA: Low-rank adaptation of large language models","volume-title":"Proc. ICLR","author":"Hu"},{"key":"ref28","first-page":"7103","article-title":"Mixture-of-experts with expert choice routing","volume-title":"Proc. NeurIPS","author":"Zhou"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2020.12.017"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/272287.272299"},{"key":"ref31","first-page":"178","article-title":"Towards QoS-aware provisioning of chained virtual security services in edge networks","volume-title":"Proc. IFIP\/IEEE Int. Symp. Integr. Netw. Manage. (IM)","author":"Iordache-Sica"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-012-9338-y"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.acl-long.669"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671609"},{"key":"ref35","article-title":"Seeded LoRA: Collaborative fine-tuning through seed initialization of adapters","volume-title":"Proc. ICML Workshops","author":"Salamanca"},{"key":"ref36","first-page":"36829","article-title":"Learning to route among specialized experts for zero-shot generalization","volume-title":"Proc. ICML","author":"Mohammed"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.findings-acl.263"},{"key":"ref38","first-page":"38885","article-title":"Towards modular LLMs by building and reusing a library of LoRAs","volume-title":"Proc. ICML","author":"Ostapenko"},{"key":"ref39","article-title":"LoraHub: Efficient cross-task generalization via dynamic LoRA composition","volume-title":"Proc. 1st Conf. Lang. Model.","author":"Huang"},{"key":"ref40","first-page":"29416","article-title":"SWARM parallelism: Training large models can be surprisingly communication-efficient","volume-title":"Proc. ICML","author":"Ryabinin"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.14778\/3415478.3415530"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TBDATA.2015.2472014"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3545008.3545087"},{"key":"ref44","first-page":"103","article-title":"GPipe: Efficient training of giant neural networks using pipeline parallelism","volume-title":"Proc. NeurIPS","author":"Huang"},{"key":"ref45","first-page":"269","article-title":"PipeMare: Asynchronous pipeline parallel DNN training","volume-title":"Proc. MLSys","volume":"3","author":"Yang"},{"key":"ref46","first-page":"6543","article-title":"TeraPipe: Token-level pipeline parallelism for training large-scale language models","volume-title":"Proc. ICML","author":"Li"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3577193.3593704"},{"key":"ref48","first-page":"307","article-title":"HetPipe: Enabling large DNN training on (whimpy) heterogeneous GPU clusters through integration of pipelined model parallelism and data parallelism","volume-title":"Proc. USENIX Annu. Tech. Conf.","author":"Park"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/3341301.3359646"},{"key":"ref50","first-page":"34892","article-title":"Visual instruction tuning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Liu"},{"key":"ref51","article-title":"HydraLoRA: An asymmetric LoRA architecture for efficient fine-tuning","author":"Tian","year":"2024","journal-title":"arXiv:2404.19245"},{"key":"ref52","first-page":"31995","article-title":"Mixture of LoRA experts","volume-title":"Proc. ICLR","author":"Wu"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.acl-demos.15"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/SC41405.2020.00024"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ccnc08.2007.161"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2019.1800553"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3219202"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3357630"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2019.2915983"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/3132479.3132490"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.3009103"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3454634"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.emnlp-main.717"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3454634"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/49\/11366031\/11207619.pdf?arnumber=11207619","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T20:59:58Z","timestamp":1769633998000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11207619\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12]]},"references-count":64,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/jsac.2025.3623191","relation":{},"ISSN":["1558-0008","0733-8716"],"issn-type":[{"value":"1558-0008","type":"electronic"},{"value":"0733-8716","type":"print"}],"subject":[],"published":{"date-parts":[[2025,12]]}}}