{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T17:12:58Z","timestamp":1780420378213,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":23,"publisher":"ACM","license":[{"start":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T00:00:00Z","timestamp":1781913600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2026,6,21]]},"DOI":"10.1145\/3812836.3814771","type":"proceedings-article","created":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T16:54:53Z","timestamp":1780419293000},"page":"256-262","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Architecture Adaptation for Pretrained Models on Constrained Edge AI Accelerators"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-7429-0061","authenticated-orcid":false,"given":"Matteo","family":"Gottardelli","sequence":"first","affiliation":[{"name":"University of Trento, Trento, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7071-9155","authenticated-orcid":false,"given":"Gaosheng","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Trento, Trento, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9528-6923","authenticated-orcid":false,"given":"Kasim Sinan","family":"Yildirim","sequence":"additional","affiliation":[{"name":"Department of Information Engineering and Computer Science, University of Trento, Trento, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,6,20]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3486618"},{"key":"e_1_3_2_1_2_1","volume-title":"Binarized neural networks: Training deep neural networks with weights and activations constrained to+ 1 or-1. arXiv preprint arXiv:1602.02830","author":"Courbariaux Matthieu","year":"2016","unstructured":"Matthieu Courbariaux, Itay Hubara, Daniel Soudry, Ran El-Yaniv, and Yoshua Bengio. 2016. Binarized neural networks: Training deep neural networks with weights and activations constrained to+ 1 or-1. arXiv preprint arXiv:1602.02830 (2016)."},{"key":"e_1_3_2_1_3_1","unstructured":"Analog Devices. 2025. Maxim AI Documentation for Max78000. https:\/\/github.com\/analogdevicesinc\/MaximAI_Documentation"},{"key":"e_1_3_2_1_4_1","volume-title":"Memory-efficient energy-adaptive inference of pre-trained models on batteryless embedded systems. arXiv preprint arXiv:2405.10426","author":"Farina Pietro","year":"2024","unstructured":"Pietro Farina, Subrata Biswas, Eren Y\u0131ld\u0131z, Khakim Akhunov, Saad Ahmed, Bashima Islam, and Kas\u0131m Sinan Y\u0131ld\u0131r\u0131m. 2024. Memory-efficient energy-adaptive inference of pre-trained models on batteryless embedded systems. arXiv preprint arXiv:2405.10426 (2024)."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/IWASI66786.2025.11121976"},{"key":"e_1_3_2_1_6_1","unstructured":"Google. 2025. RTLite. https:\/\/ai.google.dev\/edge\/litert"},{"key":"e_1_3_2_1_7_1","volume-title":"Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding. arXiv preprint arXiv:1510.00149","author":"Han Song","year":"2015","unstructured":"Song Han, Huizi Mao, and William J Dally. 2015. Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding. arXiv preprint arXiv:1510.00149 (2015)."},{"key":"e_1_3_2_1_8_1","volume-title":"Learning both weights and connections for efficient neural network. Advances in neural information processing systems 28","author":"Han Song","year":"2015","unstructured":"Song Han, Jeff Pool, John Tran, and William Dally. 2015. Learning both weights and connections for efficient neural network. Advances in neural information processing systems 28 (2015)."},{"key":"e_1_3_2_1_9_1","volume-title":"Distilling the knowledge in a neural network. arXiv preprint arXiv:1503.02531","author":"Hinton Geoffrey","year":"2015","unstructured":"Geoffrey Hinton, Oriol Vinyals, and Jeff Dean. 2015. Distilling the knowledge in a neural network. arXiv preprint arXiv:1503.02531 (2015)."},{"key":"e_1_3_2_1_10_1","unstructured":"Jeremy Holleman. 2025. The Speed and Power Advantage of a Purpose-Built Neural Compute Engine. https:\/\/www.syntiant.com\/news\/the-speed-and-power-advantage-of-a-purpose-built-neural-compute-engine"},{"key":"e_1_3_2_1_11_1","unstructured":"Edge Impulse. 2024. Audio Classification - Keyword Spotting. https:\/\/studio.edgeimpulse.com\/public\/499022\/latest. Apache 2.0."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"e_1_3_2_1_13_1","volume-title":"Mcunet: Tiny deep learning on iot devices. Advances in neural information processing systems 33","author":"Lin Ji","year":"2020","unstructured":"Ji Lin, Wei-Ming Chen, Yujun Lin, Chuang Gan, Song Han, et al. 2020. Mcunet: Tiny deep learning on iot devices. Advances in neural information processing systems 33 (2020), 11711\u201311722."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3703412.3703415"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3608473"},{"key":"e_1_3_2_1_16_1","volume-title":"Antoine Chassang, Carlo Gatta, and Yoshua Bengio.","author":"Romero Adriana","year":"2015","unstructured":"Adriana Romero, Nicolas Ballas, Samira Ebrahimi Kahou, Antoine Chassang, Carlo Gatta, and Yoshua Bengio. 2015. FitNets: Hints for Thin Deep Nets. arXiv:1412.6550 [cs.LG] https:\/\/arxiv.org\/abs\/1412.6550"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/DAC18074.2021.9586232"},{"key":"e_1_3_2_1_18_1","unstructured":"Syntiant. 2025. Neural Decision Processors (NDPs). https:\/\/www.syntiant.com\/hardware"},{"key":"e_1_3_2_1_19_1","volume-title":"Guoguo Chen and Sanjeev Khudanpur","author":"Vassil Panayotov Daniel Povey","year":"2015","unstructured":"Daniel Povey Vassil Panayotov, Guoguo Chen and Sanjeev Khudanpur. 2015. Open Dataset Speech with various speakers and many hours speaking. https:\/\/www.openslr.org\/12."},{"key":"e_1_3_2_1_20_1","volume-title":"Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition. ArXiv e-prints (April","author":"Warden P.","year":"2018","unstructured":"P. Warden. 2018. Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition. ArXiv e-prints (April 2018). arXiv:1804.03209 [cs.CL] https:\/\/arxiv.org\/abs\/1804.03209"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3570361.3592529"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i4.20387"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01165"}],"event":{"name":"MobiSys Workshop '26: 24th Annual International Conference on Mobile Systems, Applications and Services Workshops","location":"University of Cambridge Cambridge United Kingdom","acronym":"MobiSys Workshop '26","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing","SIGOPS ACM Special Interest Group on Operating Systems"]},"container-title":["Proceedings of the 24th Annual International Conference on Mobile Systems, Applications and Services Workshops"],"original-title":[],"deposited":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T16:57:57Z","timestamp":1780419477000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3812836.3814771"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,20]]},"references-count":23,"alternative-id":["10.1145\/3812836.3814771","10.1145\/3812836"],"URL":"https:\/\/doi.org\/10.1145\/3812836.3814771","relation":{},"subject":[],"published":{"date-parts":[[2026,6,20]]},"assertion":[{"value":"2026-06-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}