{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T06:46:26Z","timestamp":1767422786167,"version":"3.40.3"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783031109881"},{"type":"electronic","value":"9783031109898"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-10989-8_55","type":"book-chapter","created":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T22:30:36Z","timestamp":1658183436000},"page":"693-705","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Hardware and\u00a0Software Co-design for\u00a0Soft Switch in\u00a0ViT Variants Processing Unit"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1204-8880","authenticated-orcid":false,"given":"Wei","family":"Hu","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6336-7449","authenticated-orcid":false,"given":"Jie","family":"Fan","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7211-6991","authenticated-orcid":false,"given":"Fang","family":"Liu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9644-4188","authenticated-orcid":false,"given":"Kejie","family":"Hu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,7,19]]},"reference":[{"key":"55_CR1","unstructured":"Vaswani, A., Shazeer, N., et al.: Attention is all you need. In: Proceedings of the NIPS, vol. 30, pp. 5998\u20136008 (2017)"},{"key":"55_CR2","unstructured":"Dosovitskiy, A., Beyer, L., et al.: An image is worth $$16 \\times 16$$ words: transformers for image recognition at scale. In: Proceedings of the ICLR (2021)"},{"key":"55_CR3","unstructured":"d\u2019Ascoli, S., Touvron, H., et al.: ConViT: improving vision transformers with soft convolutional inductive biases. In: Proceedings of the ICLR, pp. 2286\u20132296 (2021)"},{"key":"55_CR4","unstructured":"Touvron, H., Cord, M., et al.: Training data-efficient image transformers and distillation through attention. In: Proceedings of the ICLR, pp. 10 347\u201310 357 (2021)"},{"key":"55_CR5","doi-asserted-by":"crossref","unstructured":"Yuan, K., Guo, S., et al.: Incorporating convolution designs into visual transformers. In: Proceedings of the ICCV, pp. 579\u2013588 (2021)","DOI":"10.1109\/ICCV48922.2021.00062"},{"key":"55_CR6","unstructured":"Li, Y., Zhang, K., Cao, J., et al.: LocalViT: Bringing locality to vision transformers, arXiv:2104.05707 (2021)"},{"key":"55_CR7","unstructured":"Ramachandran, P., Parmar, N., Vaswani, A., et al.: Stand-alone self-attention in vision models, arXiv preprint arXiv:1906.05909 (2019)"},{"key":"55_CR8","doi-asserted-by":"crossref","unstructured":"Yang, Y., Huang, Q., et al.: Synetgy: Algorithm-hardware co-design for ConvNet accelerators on embedded FPGAs, November 2018","DOI":"10.1145\/3289602.3293902"},{"key":"55_CR9","doi-asserted-by":"crossref","unstructured":"Hu, W., Chen, S., Li, Z., Liu, T., Li, Y.: Data optimization CNN accelerator design on FPGA. In: IEEE ISPA\/BDCloud\/SocialCom\/SustainCom, pp. 294\u2013299 (2019)","DOI":"10.1109\/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00051"},{"key":"55_CR10","doi-asserted-by":"crossref","unstructured":"Qiu, M., Li, H., Sha, E.: Heterogeneous real-time embedded software optimization considering hardware platform. In: ACM Symposium on Applied Computing, pp. 1637\u20131641 (2009)","DOI":"10.1145\/1529282.1529651"},{"key":"55_CR11","doi-asserted-by":"crossref","unstructured":"Qiu, M., Xue, C., et al.: Energy minimization with soft real-time and DVS for uniprocessor and multiprocessor embedded systems. In: IEEE DATE, pp. 1\u20136 (2007)","DOI":"10.1109\/DATE.2007.364537"},{"key":"55_CR12","first-page":"155","volume":"44","author":"M Liu","year":"2012","unstructured":"Liu, M., Zhang, S., et al.: H infinite state estimation for discrete-time chaotic systems based on a unified model. IEEE Trans. SMC (B) 44, 155\u2013168 (2012)","journal-title":"IEEE Trans. SMC (B)"},{"issue":"3","key":"55_CR13","first-page":"330","volume":"73","author":"G Wu","year":"2013","unstructured":"Wu, G., Zhang, H., et al.: A decentralized approach for mining event correlations in distributed system monitoring. JPDC 73(3), 330\u2013340 (2013)","journal-title":"JPDC"},{"issue":"16","key":"55_CR14","doi-asserted-by":"publisher","first-page":"2364","DOI":"10.1002\/dac.2959","volume":"29","author":"M Qiu","year":"2016","unstructured":"Qiu, M., et al.: Data transfer minimization for financial derivative pricing using Monte Carlo simulation with GPU in 5G. J. Commun. Syst. 29(16), 2364\u20132374 (2016)","journal-title":"J. Commun. Syst."},{"key":"55_CR15","doi-asserted-by":"crossref","unstructured":"Qiu, L., Gai, K., Qiu, M.: Optimal big data sharing approach for tele-health in cloud computing. In: IEEE SmartCloud, pp. 184\u2013189 (2016)","DOI":"10.1109\/SmartCloud.2016.21"},{"key":"55_CR16","doi-asserted-by":"crossref","unstructured":"Qiu, M., Xue, C., et al.: Efficient algorithm of energy minimization for heterogeneous wireless sensor network. In: IEEE EUC, pp. 25\u201334 (2006)","DOI":"10.1007\/11802167_5"},{"issue":"6","key":"55_CR17","first-page":"546","volume":"69","author":"M Qiu","year":"2009","unstructured":"Qiu, M., Guo, M., et al.: Loop scheduling and bank type assignment for heterogeneous multi-bank memory. JPDC 69(6), 546\u2013558 (2009)","journal-title":"JPDC"},{"issue":"2","key":"55_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2423636.2423642","volume":"12","author":"J Li","year":"2013","unstructured":"Li, J., Qiu, M., et al.: Thermal-aware task scheduling in 3D chip multiprocessor with real-time constrained workloads. ACM TECS 12(2), 1\u201322 (2013)","journal-title":"ACM TECS"},{"key":"55_CR19","doi-asserted-by":"crossref","unstructured":"Cai, Z., He, X., Sun, J., Vasconcelos, N.: Deep learning with low precision by half-wave Gaussian quantization. In: IEEE CVPR (2017)","DOI":"10.1109\/CVPR.2017.574"},{"issue":"4","key":"55_CR20","first-page":"544","volume":"3","author":"M Qiu","year":"2015","unstructured":"Qiu, M., Chen, Z., et al.: Data allocation for hybrid memory with genetic algorithm. IEEE TETC 3(4), 544\u2013555 (2015)","journal-title":"IEEE TETC"},{"key":"55_CR21","doi-asserted-by":"crossref","unstructured":"Qiu, M., Gai, K.: Heterogeneous assignment of functional units with Gaussian execution time on a tree. In: IEEE 20th Conference on HPCC (2018)","DOI":"10.1109\/HPCC\/SmartCity\/DSS.2018.00035"},{"key":"55_CR22","doi-asserted-by":"crossref","unstructured":"Qiu, M., et al.: Cost minimization for heterogeneous systems with Gaussian distribution execution time. In: IEEE 17th Conference on HPCC (2015)","DOI":"10.1109\/HPCC-CSS-ICESS.2015.74"},{"key":"55_CR23","doi-asserted-by":"crossref","unstructured":"Liu, Z., Wang, Y., Han, K., Ma, S., Gao, W.: Post-Training Quantization for Vision Transformer, arXiv:2106.14156 (2021)","DOI":"10.1109\/CAC53003.2021.9728246"},{"key":"55_CR24","doi-asserted-by":"publisher","first-page":"5784","DOI":"10.1109\/TNNLS.2018.2808319","volume":"29","author":"P Gysel","year":"2018","unstructured":"Gysel, P., Pimentel, J., Motamedi, M., Ghiasi, S.: Ristretto: a framework for empirical study of resource-efficient inference in convolutional neural networks. IEEE Trans. Neural Netw. Learn. Syst. 29, 5784\u20135789 (2018)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."}],"container-title":["Lecture Notes in Computer Science","Knowledge Science, Engineering and Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-10989-8_55","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T22:45:53Z","timestamp":1658184353000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-10989-8_55"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031109881","9783031109898"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-10989-8_55","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"19 July 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"KSEM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Knowledge Science, Engineering and Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Singapore","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Singapore","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 August 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 August 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ksem2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ksem22.smart-conf.net\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"498","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"169","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"34% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"10","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}