{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T18:25:13Z","timestamp":1780511113752,"version":"3.54.1"},"reference-count":55,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Institute of Information and Communications Technology Planning and Evaluation (IITP) through the Open RAN Education and Training Program Grant funded by Korean Government","award":["IITP-2026-RS-2024-00429088"],"award-info":[{"award-number":["IITP-2026-RS-2024-00429088"]}]},{"name":"IITP-Information Technology Research Center (ITRC) Grant funded by Korea Government","award":["IITP-2025-RS-2023-00259991 (20%)"],"award-info":[{"award-number":["IITP-2025-RS-2023-00259991 (20%)"]}]},{"name":"SUTD Kickstarter Initiative","award":["SKI 2021_06_08"],"award-info":[{"award-number":["SKI 2021_06_08"]}]},{"name":"National Research Foundation, Singapore and Infocomm Media Development Authority under its Communications and Connectivity Bridging Funding Initiative"},{"name":"ERA-NET CHISTERA Project"},{"name":"Academy of Finland Project"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Sel. Areas Commun."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/jsac.2025.3644282","type":"journal-article","created":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T18:38:51Z","timestamp":1765823931000},"page":"2701-2717","source":"Crossref","is-referenced-by-count":2,"title":["Resilient LLM-Driven Token-Based MAC Protocols via Zero-Shot Adaptation and Knowledge Distillation"],"prefix":"10.1109","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-7348-415X","authenticated-orcid":false,"given":"Yongjun","family":"Kim","sequence":"first","affiliation":[{"name":"School of Electrical Engineering, KAIST, Daejeon, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7623-6552","authenticated-orcid":false,"given":"Jihong","family":"Park","sequence":"additional","affiliation":[{"name":"Information Systems Technology and Design Pillar, Singapore University of Technology and Design, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0261-0171","authenticated-orcid":false,"given":"Mehdi","family":"Bennis","sequence":"additional","affiliation":[{"name":"Centre for Wireless Communications, University of Oulu, Oulu, Finland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9862-9020","authenticated-orcid":false,"given":"Junil","family":"Choi","sequence":"additional","affiliation":[{"name":"School of Electrical Engineering, KAIST, Daejeon, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC\/6GSummit60053.2024.10597082"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/GCWkshps52748.2021.9681991"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2023.3288268"},{"key":"ref4","article-title":"Evolution of MAC protocols in the machine learning decade: A comprehensive survey","author":"Hussien","year":"2023","journal-title":"arXiv:2302.13876"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.dcan.2024.10.010"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/LNET.2024.3503289"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/WCNC57260.2024.10571321"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.2300575"},{"key":"ref9","article-title":"Large generative AI models for telecom: The next big thing?","author":"Bariah","year":"2023","journal-title":"arXiv:2306.10249"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2025.3543567"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2025.3621278"},{"key":"ref12","first-page":"3843","article-title":"Solving quantitative reasoning problems with language models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Lewkowycz"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/icnp65844.2025.11192445"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC66079.2025.11143367"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0172395"},{"key":"ref16","volume-title":"Reinforcement Learning: An Introduction","volume":"1","author":"Sutton","year":"1999"},{"key":"ref17","article-title":"Playing Atari with deep reinforcement learning","author":"Mnih","year":"2013","journal-title":"arXiv:1312.5602"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/BF00115009"},{"key":"ref19","article-title":"Continuous control with deep reinforcement learning","author":"Lillicrap","year":"2015","journal-title":"arXiv:1509.02971"},{"key":"ref20","article-title":"Towards hierarchical multi-agent workflows for zero-shot prompt optimization","author":"Liu","year":"2024","journal-title":"arXiv:2405.20252"},{"key":"ref21","article-title":"TextGrad: Automatic \u2019differentiation\u2019 via text","author":"Yuksekgonul","year":"2024","journal-title":"arXiv:2406.07496"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM54140.2023.10437725"},{"key":"ref23","article-title":"Prompt engineering or fine-tuning: An empirical assessment of LLMs for code","author":"Shin","year":"2023","journal-title":"arXiv:2310.10508"},{"key":"ref24","first-page":"5142","article-title":"Towards understanding knowledge distillation","volume-title":"Proc. Int. Conf. Mach. Learn.","volume":"97","author":"Phuong"},{"key":"ref25","article-title":"Probabilities of chat LLMs are miscalibrated but still predict correctness on multiple-choice Q&A","author":"Plaut","year":"2024","journal-title":"arXiv:2402.13213"},{"key":"ref26","first-page":"1607","article-title":"Born again neural networks","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Furlanello"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1111\/risa.13274"},{"key":"ref28","volume-title":"Study on Scenarios and Requirements for Next Generation Access Technologies","year":"2022"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1111\/j.0361-3666.2006.00331.x"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s11235-011-9575-4"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/JSYST.2009.2017396"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3296977"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1193\/1.1623497"},{"key":"ref34","first-page":"1126","article-title":"Model-agnostic meta-learning for fast adaptation of deep networks","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","volume":"70","author":"Finn"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2015.2504983"},{"key":"ref36","article-title":"Why comparing single performance scores does not allow to draw conclusions about machine learning approaches","author":"Reimers","year":"2018","journal-title":"arXiv:1803.09578"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.20982\/tqmp.04.1.p013"},{"key":"ref38","first-page":"341","article-title":"Reducing activation recomputation in large transformer models","volume-title":"Proc. Mach. Learn. Syst.","author":"Korthikanti"},{"key":"ref39","first-page":"7339","article-title":"You only cache once: Decoder-decoder architectures for language models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"37","author":"Sun"},{"key":"ref40","article-title":"Keep the cost down: A review on methods to optimize LLM\u2019 s KV-cache consumption","author":"Shi","year":"2024","journal-title":"arXiv:2407.18003"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3501358"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.14722\/futureg.2025.23057"},{"key":"ref43","article-title":"ALLSTaR: Automated LLM-driven scheduler generation and testing for intent-based RAN","author":"Elkael","year":"2025","journal-title":"arXiv:2505.18389"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICC52391.2025.11161883"},{"key":"ref45","article-title":"AI accelerators for large language model inference: Architecture analysis and scaling strategies","author":"Sharma","year":"2025","journal-title":"arXiv:2506.00008"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.naacl-industry.3"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-82647-6"},{"key":"ref48","article-title":"Net2Net: Accelerating learning via knowledge transfer","author":"Chen","year":"2015","journal-title":"arXiv:1511.05641"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.acl-long.662"},{"key":"ref50","first-page":"31210","article-title":"Large language models can be easily distracted by irrelevant context","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Shi"},{"issue":"70","key":"ref51","first-page":"1","article-title":"Scaling instruction-finetuned language models","volume":"25","author":"Chung","year":"2024","journal-title":"J. Mach. Learn. Res."},{"key":"ref52","article-title":"Effects of prompt length on domain-specific tasks for large language models","author":"Liu","year":"2025","journal-title":"arXiv:2502.14255"},{"key":"ref53","first-page":"3","article-title":"LoRA: Low-rank adaptation of large language models","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Hu"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1002\/dac.3436"},{"key":"ref55","article-title":"5G control channel design for ultra-reliable low-latency communications","author":"Shariatmadari","year":"2018","journal-title":"arXiv:1803.04139"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/49\/11372474\/11299837.pdf?arnumber=11299837","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T20:48:25Z","timestamp":1771879705000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11299837\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":55,"URL":"https:\/\/doi.org\/10.1109\/jsac.2025.3644282","relation":{},"ISSN":["1558-0008","0733-8716"],"issn-type":[{"value":"1558-0008","type":"electronic"},{"value":"0733-8716","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]}}}