{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T19:04:41Z","timestamp":1783969481938,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":23,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819233991","type":"print"},{"value":"9789819234004","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3400-4_17","type":"book-chapter","created":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T18:15:24Z","timestamp":1783966524000},"page":"202-213","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["AoI-Aware Offloading Decision and Scheduling Order for Edge-Cloud Computing Networks: A Multi-agent DRL Framework"],"prefix":"10.1007","author":[{"given":"Yuxin","family":"Chen","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ziheng","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kechen","family":"Zheng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,14]]},"reference":[{"issue":"2","key":"17_CR1","doi-asserted-by":"publisher","first-page":"3371","DOI":"10.1109\/JIOT.2025.3633393","volume":"13","author":"X Liu","year":"2026","unstructured":"Liu, X., Wang, H., Zheng, K., Chi, K.: Throughput maximization of IoT transmission in STAR-RIS-aided symbiotic radio networks. IEEE Internet Things J. 13(2), 3371\u20133388 (2026)","journal-title":"IEEE Internet Things J."},{"issue":"4","key":"17_CR2","doi-asserted-by":"publisher","first-page":"2673","DOI":"10.1109\/TMC.2024.3502004","volume":"24","author":"X Liu","year":"2025","unstructured":"Liu, X., Chen, A., Zheng, K., Chi, K., Yang, B., Taleb, T.: Distributed computation offloading for energy provision minimization in WP-MEC networks with multiple HAPs. IEEE Trans. Mobile Comput. 24(4), 2673\u20132689 (2025)","journal-title":"IEEE Trans. Mobile Comput."},{"issue":"5","key":"17_CR3","doi-asserted-by":"publisher","first-page":"3262","DOI":"10.1109\/TSC.2025.3592390","volume":"18","author":"S Tian","year":"2025","unstructured":"Tian, S., Xu, K., Xiang, S., Dai, X., Xiao, Z., Zeng, L.: Task offloading and resource scheduling in mobile edge-cloud computing based on edge competition and task prediction. IEEE Trans. Serv. Comput. 18(5), 3262\u20133275 (2025)","journal-title":"IEEE Trans. Serv. Comput."},{"issue":"2","key":"17_CR4","doi-asserted-by":"publisher","first-page":"2468","DOI":"10.1109\/TVT.2022.3213130","volume":"72","author":"F Zeng","year":"2023","unstructured":"Zeng, F., Zhang, K., Wu, L., Wu, J.: Efficient caching in vehicular edge computing based on edge-cloud collaboration. IEEE Trans. Veh. Technol. 72(2), 2468\u20132481 (2023)","journal-title":"IEEE Trans. Veh. Technol."},{"issue":"1","key":"17_CR5","doi-asserted-by":"publisher","first-page":"369","DOI":"10.1109\/TCC.2025.3530681","volume":"13","author":"Y Su","year":"2025","unstructured":"Su, Y., Fan, W., Meng, Q., Chen, P., Liu, Y.: Joint adaptive aggregation and resource allocation for hierarchical federated learning systems based on edge-cloud collaboration. IEEE Trans. Cloud Comput. 13(1), 369\u2013382 (2025)","journal-title":"IEEE Trans. Cloud Comput."},{"issue":"4","key":"17_CR6","doi-asserted-by":"publisher","first-page":"2647","DOI":"10.1109\/COMST.2024.3393230","volume":"26","author":"Y Wang","year":"2024","unstructured":"Wang, Y., Yang, C., Lan, S., Zhu, L., Zhang, Y.: End-edge-cloud collaborative computing for deep learning: a comprehensive survey. IEEE Commun. Surv. Tutorials. 26(4), 2647\u20132683 (2024)","journal-title":"IEEE Commun. Surv. Tutorials"},{"key":"17_CR7","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1109\/TSP.2020.3046311","volume":"69","author":"Y Xu","year":"2021","unstructured":"Xu, Y., Cheng, P., Chen, Z., Ding, M., Li, Y., Vucetic, B.: Task offloading for large-scale asynchronous mobile edge computing: an index policy approach. IEEE Trans. Signal Process. 69, 401\u2013416 (2021)","journal-title":"IEEE Trans. Signal Process."},{"key":"17_CR8","doi-asserted-by":"crossref","unstructured":"Chen, Q. et al.: Latency-optimal Pyramid-based joint communication and computation scheduling for distributed edge computing. In: Proceedings of the IEEE Conference Computer Communications, pp. 1\u201310 (2023)","DOI":"10.1109\/INFOCOM53939.2023.10228964"},{"issue":"9","key":"17_CR9","doi-asserted-by":"publisher","first-page":"13489","DOI":"10.1109\/TITS.2025.3569315","volume":"26","author":"F Song","year":"2025","unstructured":"Song, F. et al.: Multi-objective dependent task scheduling, resource allocation, and service caching in aerial-ground integrated MEC. IEEE Trans. Intell. Transp. Syst. 26(9), 13489\u201313505 (2025)","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"issue":"4","key":"17_CR10","doi-asserted-by":"publisher","first-page":"3636","DOI":"10.1109\/TNET.2024.3395709","volume":"32","author":"J Li","year":"2024","unstructured":"Li, J. et al.: AoI-aware, digital twin-empowered IoT query services in mobile edge computing. IEEE\/ACM Trans. Networking. 32(4), 3636\u20133650 (2024)","journal-title":"IEEE\/ACM Trans. Networking"},{"issue":"5","key":"17_CR11","doi-asserted-by":"publisher","first-page":"1277","DOI":"10.1109\/JSAC.2021.3065078","volume":"39","author":"H Lv","year":"2021","unstructured":"Lv, H., Zheng, Z., Wu, F., Chen, G.: Strategy-proof Online Mechanisms for Weighted AoI Minimization in Edge Computing. IEEE J Sel Areas Commun. 39(5), 1277\u20131292 (2021)","journal-title":"IEEE J Sel Areas Commun"},{"issue":"6","key":"17_CR12","doi-asserted-by":"publisher","first-page":"3154","DOI":"10.1109\/TSC.2024.3436705","volume":"17","author":"Y Zhang","year":"2024","unstructured":"Zhang, Y., Liang, W., Xu, Z., Xu, W., Chen, M.: AoI-aware inference services in edge computing via digital twin network slicing. IEEE Trans. Serv. Comput. 17(6), 3154\u20133170 (2024)","journal-title":"IEEE Trans. Serv. Comput."},{"issue":"4","key":"17_CR13","doi-asserted-by":"publisher","first-page":"3766","DOI":"10.1109\/TCC.2023.3328614","volume":"11","author":"K Peng","year":"2023","unstructured":"Peng, K., Xiao, P., Wang, S., Leung, V.C.M.: AoI-aware partial computation offloading in IIoT with edge computing: a deep reinforcement learning based approach. IEEE Trans. Cloud Comput. 11(4), 3766\u20133777 (2023)","journal-title":"IEEE Trans. Cloud Comput."},{"issue":"3","key":"17_CR14","doi-asserted-by":"publisher","first-page":"3103","DOI":"10.1109\/TMC.2025.3611808","volume":"25","author":"Y Liao","year":"2026","unstructured":"Liao, Y., Song, Y., Song, D.: Joint UAVs deployment and resource allocation for AoI-aware RIS-assisted UAV-USV MEC network. IEEE Trans. Mobile Comput. 25(3), 3103\u20133118 (2026)","journal-title":"IEEE Trans. Mobile Comput."},{"issue":"2","key":"17_CR15","doi-asserted-by":"publisher","first-page":"1448","DOI":"10.1109\/TWC.2024.3509475","volume":"24","author":"X Liu","year":"2025","unstructured":"Liu, X., Xu, J., Zheng, K., Zhang, G., Liu, J., Shiratori, N.: Throughput maximization with an AoI constraint in energy harvesting D2D-enabled cellular networks: an MSRA-TD3 approach. IEEE Trans. Wirel. Commun. 24(2), 1448\u20131466 (2025)","journal-title":"IEEE Trans. Wirel. Commun."},{"issue":"4","key":"17_CR16","doi-asserted-by":"publisher","first-page":"2084","DOI":"10.1109\/TMC.2021.3115348","volume":"22","author":"H Li","year":"2023","unstructured":"Li, H., Xiong, K., Lu, Y., Gao, B., Fan, P., Letaief, K.B.: Distributed design of wireless powered fog computing networks with binary computation offloading. IEEE Trans. Mobile Comput. 22(4), 2084\u20132099 (2023)","journal-title":"IEEE Trans. Mobile Comput."},{"issue":"9","key":"17_CR17","doi-asserted-by":"publisher","first-page":"5214","DOI":"10.1109\/TCOMM.2023.3283792","volume":"71","author":"X Jiao","year":"2023","unstructured":"Jiao, X. et al.: Deep reinforcement learning empowers wireless powered mobile edge computing: towards energy-aware online offloading. IEEE Trans. Commun. 71(9), 5214\u20135227 (2023)","journal-title":"IEEE Trans. Commun."},{"issue":"6","key":"17_CR18","doi-asserted-by":"publisher","first-page":"3378","DOI":"10.1109\/TCOMM.2024.3358237","volume":"72","author":"Y Cang","year":"2024","unstructured":"Cang, Y. et al.: Joint user scheduling and computing resource allocation optimization in asynchronous mobile edge computing networks. IEEE Trans. Commun. 72(6), 3378\u20133392 (2024)","journal-title":"IEEE Trans. Commun."},{"issue":"9","key":"17_CR19","doi-asserted-by":"publisher","first-page":"9613","DOI":"10.1109\/TVT.2021.3089222","volume":"70","author":"X Pu","year":"2021","unstructured":"Pu, X., Feng, W., Wen, W., Chen, Q.: Energy-efficient parallel multiaccess edge computing in OFDMA wireless networks. IEEE Trans. Veh. Technol. 70(9), 9613\u20139618 (2021)","journal-title":"IEEE Trans. Veh. Technol."},{"issue":"2","key":"17_CR20","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1109\/TSUSC.2022.3217014","volume":"8","author":"K Li","year":"2023","unstructured":"Li, K.: Design and analysis of heuristic algorithms for energy-constrained task scheduling with device-edge-cloud fusion. IEEE Trans. Sustain. Comput. 8(2), 208\u2013221 (2023)","journal-title":"IEEE Trans. Sustain. Comput."},{"issue":"5","key":"17_CR21","doi-asserted-by":"publisher","first-page":"1029","DOI":"10.1109\/JSAC.2024.3365899","volume":"42","author":"C Huang","year":"2024","unstructured":"Huang, C., Chen, G., Xiao, P., Xiao, Y., Han, Z., Chambers, J.A.: Joint offloading and resource allocation for hybrid cloud and edge computing in SAGINs: a decision assisted hybrid action space deep reinforcement learning approach. IEEE J Sel Areas Commun. 42(5), 1029\u20131043 (2024)","journal-title":"IEEE J Sel Areas Commun"},{"issue":"12","key":"17_CR22","doi-asserted-by":"publisher","first-page":"14708","DOI":"10.1109\/TMC.2024.3445350","volume":"23","author":"Y Liang","year":"2024","unstructured":"Liang, Y., Tang, H., Wu, H., Wang, Y., Jiao, P.: Lyapunov-guided offloading optimization based on soft actor-critic for ISAC-aided internet of vehicles. IEEE Trans. Mobile Comput. 23(12), 14708\u201314721 (2024)","journal-title":"IEEE Trans. Mobile Comput."},{"key":"17_CR23","doi-asserted-by":"publisher","first-page":"5025","DOI":"10.1109\/TIFS.2025.3570160","volume":"20","author":"X Jing","year":"2025","unstructured":"Jing, X., Wang, R., Lei, H., Liu, H., Chen, Q.: Multi-agent discrete soft actor-critic algorithm-based multi-user collaborative anti-jamming strategy. IEEE Trans. Inf. Forensics Secur. 20, 5025\u20135038 (2025)","journal-title":"IEEE Trans. Inf. Forensics Secur."}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3400-4_17","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T18:15:25Z","timestamp":1783966525000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3400-4_17"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,14]]},"ISBN":["9789819233991","9789819234004"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3400-4_17","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,14]]},"assertion":[{"value":"14 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}