{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T18:08:20Z","timestamp":1770055700702,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":37,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,11,12]]},"DOI":"10.1145\/3784833.3784862","type":"proceedings-article","created":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T05:22:31Z","timestamp":1770009751000},"page":"230-236","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Edge Deployment of VAE-Based Semantic Communication Models"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-9479-7681","authenticated-orcid":false,"given":"Bing","family":"Yu","sequence":"first","affiliation":[{"name":"School of Electronic and Information Engineering, Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3176-3372","authenticated-orcid":false,"given":"Qingxu","family":"Xiong","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5834-2271","authenticated-orcid":false,"given":"Ling","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8180-7345","authenticated-orcid":false,"given":"Qiangyu","family":"Wang","sequence":"additional","affiliation":[{"name":"China Satellite Network Application Co.,Ltd., Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-6609-6054","authenticated-orcid":false,"given":"Yuyang","family":"Zhan","sequence":"additional","affiliation":[{"name":"China Satellite Network Application Co.,Ltd., Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-4220-1458","authenticated-orcid":false,"given":"Minjian","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,2]]},"reference":[{"key":"e_1_3_3_1_1_2","volume-title":"Architectures and key technical challenges for 6G non-terrestrial networks","author":"A. Guidotti","year":"2024","unstructured":"A. Guidotti et al., \u201cArchitectures and key technical challenges for 6G non-terrestrial networks,\u201d arXiv preprint arXiv:2412.00820, 2024."},{"issue":"6","key":"e_1_3_3_1_2_2","first-page":"1103","article-title":"A review of SAGIN: Integrating satellite, aerial, and terrestrial networks","volume":"13","author":"Wu H.","year":"2025","unstructured":"H. Wu, X. Zhu, L. Zhang, and P. Zhang, \u201cA review of SAGIN: Integrating satellite, aerial, and terrestrial networks,\u201d Journal of Marine Science and Engineering, vol. 13, no. 6, p. 1103, 2025.","journal-title":"Journal of Marine Science and Engineering"},{"key":"e_1_3_3_1_3_2","article-title":"Challenges in non-terrestrial networks for 6G: Signaling, mobility, and link adaptation","author":"Andrews J. G.","year":"2024","unstructured":"J. G. Andrews et al., \u201cChallenges in non-terrestrial networks for 6G: Signaling, mobility, and link adaptation,\u201d Journal of KICS, 2024.","journal-title":"Journal of KICS"},{"key":"e_1_3_3_1_4_2","volume-title":"Eureka Patsnap Insights","author":"Giordani M.","year":"2024","unstructured":"M. Giordani and M. Zorzi, \u201cSignaling challenges for 6G non-terrestrial networks,\u201d Eureka Patsnap Insights, 2024"},{"key":"e_1_3_3_1_5_2","first-page":"109","article-title":"Toward Wisdom-Evolutionary and Primitive-Concise 6G","volume":"211","author":"Zhang P.","year":"2022","unstructured":"P. Zhang, et al., \"Toward Wisdom-Evolutionary and Primitive-Concise 6G,\" Comput. Netw., vol. 211, pp. 109\u2013121, 2022.","journal-title":"Comput. Netw."},{"key":"e_1_3_3_1_6_2","first-page":"109756","article-title":"Generative Semantic Communication: Architectures, Challenges, and Opportunities","volume":"256","author":"Ren J.","year":"2025","unstructured":"J. Ren, et al., \"Generative Semantic Communication: Architectures, Challenges, and Opportunities,\" Comput. Netw., vol. 256, 2025, Art. no. 109756.","journal-title":"Comput. Netw."},{"issue":"1","key":"e_1_3_3_1_7_2","first-page":"34","article-title":"Deep Learning-Based Semantic Communication: Concepts, Challenges and Future Directions","volume":"60","author":"Zhao Y. L.","year":"2022","unstructured":"Y. L. Zhao, et al., \"Deep Learning-Based Semantic Communication: Concepts, Challenges and Future Directions,\" IEEE Commun. Mag., vol. 60, no. 1, pp. 34\u201340, 2022.","journal-title":"IEEE Commun. Mag."},{"issue":"6","key":"e_1_3_3_1_8_2","first-page":"3889","article-title":"Task-Oriented Semantic Communications for Wireless Networks","volume":"21","author":"Guo S.","year":"2022","unstructured":"S. Guo, et al., \"Task-Oriented Semantic Communications for Wireless Networks,\" IEEE Trans. Wireless Commun., vol. 21, no. 6, pp. 3889\u20133903, 2022.","journal-title":"IEEE Trans. Wireless Commun."},{"key":"e_1_3_3_1_9_2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.7470933"},{"key":"e_1_3_3_1_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2018.1700188"},{"key":"e_1_3_3_1_11_2","first-page":"109","article-title":"Toward Wisdom-Evolutionary and Primitive-Concise 6G","volume":"211","author":"Zhang P.","year":"2022","unstructured":"P. Zhang, et al., \"Toward Wisdom-Evolutionary and Primitive-Concise 6G,\" Comput. Netw., vol. 211, pp. 109\u2013121, 2022.","journal-title":"Comput. Netw."},{"key":"e_1_3_3_1_12_2","volume-title":"ICLR","author":"Kingma D. P.","year":"2014","unstructured":"D. P. Kingma and M. Welling, \"Auto-Encoding Variational Bayes,\" in Proc. ICLR, 2014."},{"key":"e_1_3_3_1_13_2","first-page":"5998","article-title":"Attention is All You Need","volume":"30","author":"Vaswani A.","year":"2017","unstructured":"A. Vaswani, et al., \"Attention is All You Need,\" in Adv. Neural Inf. Process. Syst., vol. 30, 2017, pp. 5998\u20136008.","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"e_1_3_3_1_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.7470933"},{"key":"e_1_3_3_1_15_2","first-page":"109","article-title":"Toward Wisdom-Evolutionary and Primitive-Concise 6G","volume":"211","author":"Zhang P.","year":"2022","unstructured":"P. Zhang, et al., \"Toward Wisdom-Evolutionary and Primitive-Concise 6G,\" Comput. Netw., vol. 211, pp. 109\u2013121, 2022.","journal-title":"Comput. Netw."},{"key":"e_1_3_3_1_16_2","first-page":"109756","article-title":"Generative Semantic Communication: Architectures, Challenges, and Opportunities","volume":"256","author":"Ren J.","year":"2025","unstructured":"J. Ren, et al., \"Generative Semantic Communication: Architectures, Challenges, and Opportunities,\" Comput. Netw., vol. 256, 2025, Art. no. 109756.","journal-title":"Comput. Netw."},{"key":"e_1_3_3_1_17_2","volume-title":"Variational Graph Auto-Encoders,\" arXiv preprint arXiv:1611.07308","author":"Kipf T. N.","year":"2016","unstructured":"T. N. Kipf and M. Welling, \"Variational Graph Auto-Encoders,\" arXiv preprint arXiv:1611.07308, 2016."},{"key":"e_1_3_3_1_18_2","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000029664.99615.94"},{"key":"e_1_3_3_1_19_2","doi-asserted-by":"publisher","DOI":"10.1007\/11744023_32"},{"issue":"2","key":"e_1_3_3_1_20_2","first-page":"103","article-title":"Semantic roles in computational linguistics","volume":"28","author":"Mahesh R. P. S.","year":"2002","unstructured":"R. P. S. Mahesh and C. Fellbaum, \"Semantic roles in computational linguistics,\" Comput. Linguist., vol. 28, no. 2, pp. 103\u2013126, 2002.","journal-title":"Comput. Linguist."},{"key":"e_1_3_3_1_21_2","first-page":"109756","article-title":"Generative Semantic Communication: Architectures, Challenges, and Opportunities","volume":"256","author":"Ren J.","year":"2025","unstructured":". J. Ren, et al., \"Generative Semantic Communication: Architectures, Challenges, and Opportunities,\" Comput. Netw., vol. 256, 2025, Art. no. 109756.","journal-title":"Comput. Netw."},{"key":"e_1_3_3_1_22_2","first-page":"4186","volume-title":"NAACL","author":"Devlin J.","year":"2019","unstructured":"J. Devlin, M. Chang, K. Lee, and K. Toutanova, \"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,\" in Proc. NAACL, 2019, pp. 4171\u20134186."},{"key":"e_1_3_3_1_23_2","first-page":"1877","article-title":"Language Models are Few-Shot Learners","volume":"33","author":"Brown T.","year":"2020","unstructured":"T. Brown, et al., \"Language Models are Few-Shot Learners,\" in Adv. Neural Inf. Process. Syst., vol. 33, 2020, pp. 1877\u20131901.","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"e_1_3_3_1_24_2","first-page":"1105","volume-title":"NIPS","author":"Krizhevsky A.","year":"2012","unstructured":"A. Krizhevsky, I. Sutskever, and G. E. Hinton, \"ImageNet Classification with Deep Convolutional Neural Networks,\" in Proc. NIPS, 2012, pp. 1097\u20131105."},{"key":"e_1_3_3_1_25_2","volume-title":"ICLR","author":"Dosovitskiy A.","year":"2021","unstructured":"A. Dosovitskiy, et al., \"An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale,\" in Proc. ICLR, 2021."},{"key":"e_1_3_3_1_26_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-021-01498-0"},{"key":"e_1_3_3_1_27_2","first-page":"1132","volume-title":"Proc. WACV","author":"Wan Q.","year":"2024","unstructured":"Q. Wan, et al., \"Interpretable Object Recognition by Semantic Prototype Analysis,\" in Proc. WACV, 2024, pp. 1123\u20131132."},{"key":"e_1_3_3_1_28_2","volume-title":"Interpretable Prototype-based Graph Information Bottleneck,\" arXiv preprint arXiv:2310.19906","author":"Seo S.","year":"2023","unstructured":"S. Seo, et al., \"Interpretable Prototype-based Graph Information Bottleneck,\" arXiv preprint arXiv:2310.19906, 2023."},{"key":"e_1_3_3_1_29_2","doi-asserted-by":"publisher","DOI":"10.3390\/app15084575"},{"key":"e_1_3_3_1_30_2","volume-title":"Variational Graph Auto-Encoders,\" arXiv preprint arXiv:1611.07308","author":"Kipf T. N.","year":"2016","unstructured":"T. N. Kipf and M. Welling, \"Variational Graph Auto-Encoders,\" arXiv preprint arXiv:1611.07308, 2016."},{"key":"e_1_3_3_1_31_2","volume-title":"ICLR","author":"Kipf T. N.","year":"2017","unstructured":"T. N. Kipf and M. Welling, \"Semi-Supervised Classification with Graph Convolutional Networks,\" in Proc. ICLR, 2017."},{"key":"e_1_3_3_1_32_2","volume-title":"International Conference on Learning Representations","author":"Child R.","year":"2021","unstructured":"R. Child, \u201cVery deep vaes generalize autoregressive models and can outperform them on images,\u201d International Conference on Learning Representations, Apr. 2021."},{"key":"e_1_3_3_1_33_2","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00028"},{"key":"e_1_3_3_1_34_2","first-page":"436","article-title":"QARV: Quantization-Aware ResNet VAE for Lossy Image Compression","volume":"46","author":"Zhihao","year":"2023","unstructured":"Duan, Zhihao et al. \u201cQARV: Quantization-Aware ResNet VAE for Lossy Image Compression.\u201d IEEE Transactions on Pattern Analysis and Machine Intelligence 46 (2023): 436-450.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"e_1_3_3_1_35_2","volume-title":"JPEG2000 image coding system: Core coding system","author":"Rec ITU-T","year":"2002","unstructured":"ITU-T Rec. T.800 ISO\/IEC 15444-1, Information technology \u2013 JPEG2000 image coding system: Core coding system, 2002."},{"key":"e_1_3_3_1_36_2","first-page":"1402","volume-title":"37th Asilomar Conf. Signals, Systems and Computers","author":"Wang Z.","year":"2003","unstructured":"Z. Wang, E. P. Simoncelli, and A. C. Bovik, \"Multiscale structural similarity for image quality assessment,\" in Proc. 37th Asilomar Conf. Signals, Systems and Computers, Pacific Grove, CA, USA, Nov. 2003, pp. 1398\u20131402."},{"key":"e_1_3_3_1_37_2","volume-title":"Advances in Neural Information Processing Systems","author":"Kingma Durk P","year":"2016","unstructured":"Durk P Kingma, Tim Salimans, Rafal Jozefowicz, Xi Chen, Ilya Sutskever, and Max Welling. Improved variational inference with inverse autoregressive flow. Advances in Neural Information Processing Systems, 29, Dec. 2016."}],"event":{"name":"ICCIP 2025: 2025 the 11th International Conference on Communication and Information Processing","location":"Lingshui Hainan China","acronym":"ICCIP 2025"},"container-title":["Proceedings of the 2025 11th International Conference on Communication and Information Processing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3784833.3784862","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T07:45:02Z","timestamp":1770018302000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3784833.3784862"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,12]]},"references-count":37,"alternative-id":["10.1145\/3784833.3784862","10.1145\/3784833"],"URL":"https:\/\/doi.org\/10.1145\/3784833.3784862","relation":{},"subject":[],"published":{"date-parts":[[2025,11,12]]},"assertion":[{"value":"2026-02-01","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}