{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T21:04:13Z","timestamp":1781211853066,"version":"3.54.1"},"reference-count":44,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T00:00:00Z","timestamp":1781481600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T00:00:00Z","timestamp":1781481600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T00:00:00Z","timestamp":1781481600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100020950","name":"National Science and Technology Council of Taiwan","doi-asserted-by":"publisher","award":["114-2221-E-006-112"],"award-info":[{"award-number":["114-2221-E-006-112"]}],"id":[{"id":"10.13039\/501100020950","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2026,6,15]]},"DOI":"10.1109\/jiot.2026.3671312","type":"journal-article","created":{"date-parts":[[2026,3,16]],"date-time":"2026-03-16T20:16:26Z","timestamp":1773692186000},"page":"25890-25901","source":"Crossref","is-referenced-by-count":0,"title":["RISC-V Vectorized Softmax Acceleration for IoT Edge Inference Systems"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7138-0272","authenticated-orcid":false,"given":"Chin-Feng","family":"Lai","sequence":"first","affiliation":[{"name":"Department of Engineering Science, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-5983-5908","authenticated-orcid":false,"given":"Po-Chih","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Engineering Science, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shih-Hsin","family":"Huang","sequence":"additional","affiliation":[{"name":"Andes Technology Corporation (Andes), Hsinchu, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8473-0729","authenticated-orcid":false,"given":"Hsiao-Hwa","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Engineering Science, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3390\/s23031279"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3296135"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3558365"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2025.3598369"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2023.3310065"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2022.3153494"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3227655"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-76153-9_28"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-7566-5"},{"key":"ref10","volume-title":"Deep Learning","author":"Goodfellow","year":"2016"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ieeestd.1985.82928"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1137\/1.9780898718072"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.5555\/3454287.3455008"},{"key":"ref14","article-title":"Online normalizer calculation for softmax","author":"Milakov","year":"2018","journal-title":"arXiv:1805.02867"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1162\/089976699300016467"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/103147.103151"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-76526-6"},{"key":"ref18","volume-title":"The Art of Computer Programming, volume 2: Seminumerical Algorithms","author":"Knuth","year":"1997"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.21236\/ADA605735"},{"key":"ref20","volume-title":"The RISC-V Vector Extension Specification, Version 1.0","year":"2021"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-40843-4_31"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3624062.3624232"},{"key":"ref23","first-page":"1106","article-title":"ImageNet classification with deep convolutional neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"25","author":"Krizhevsky"},{"key":"ref24","article-title":"Layer normalization","author":"Ba","year":"2016","journal-title":"arXiv:1607.06450"},{"key":"ref25","article-title":"LUT-GEMM: Quantized matrix multiplication based on LUTs for efficient inference in large-scale generative language models","author":"Park","year":"2022","journal-title":"arXiv:2206.09557"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/18.720541"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TC.2025.3533083"},{"key":"ref28","volume-title":"Andes Custom Extension (ACE)","year":"2025"},{"key":"ref29","volume-title":"RISC-V V Extension C Intrinsics","year":"2025"},{"key":"ref30","volume-title":"RISC-V Application Processor Profile RVA23","year":"2025"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref32","article-title":"GPT-4 technical report","volume-title":"arXiv:2303.08774","author":"Achiam","year":"2023"},{"key":"ref33","article-title":"The llama 3 herd of models","author":"Grattafiori","year":"2024","journal-title":"arXiv:2407.21783"},{"key":"ref34","article-title":"DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning","author":"Guo","year":"2025","journal-title":"arXiv:2501.12948"},{"key":"ref35","volume":"2","author":"Knuth","year":"1997","journal-title":"Art of Computer Programming, Volume 2: Seminumerical Algorithms"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.2307\/2978044"},{"key":"ref37","volume-title":"Banana Pi BPI-F3","year":"2024"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/MM.2022.3164338"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/1508284.1508275"},{"key":"ref40","volume-title":"Computer Architecture: A Quantitative Approach","author":"Hennessy","year":"2011"},{"issue":"1","key":"ref41","article-title":"The new Linux \u2019perf\u2019 tools","volume":"18","author":"De Melo","year":"2010","journal-title":"Slides Linux Congr."},{"key":"ref42","volume-title":"BPF Performance Tools","author":"Gregg","year":"2019"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.14778\/1453856.1453890"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/1534909.1534910"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6488907\/11554150\/11435572.pdf?arnumber=11435572","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T20:03:47Z","timestamp":1781208227000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11435572\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,15]]},"references-count":44,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2026.3671312","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,15]]}}}