{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T12:30:56Z","timestamp":1768393856953,"version":"3.49.0"},"reference-count":34,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T00:00:00Z","timestamp":1751414400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T00:00:00Z","timestamp":1751414400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100018693","name":"Horizon Europe","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100018693","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,7,2]]},"DOI":"10.1109\/iscc65549.2025.11326460","type":"proceedings-article","created":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T20:56:15Z","timestamp":1768337775000},"page":"1-7","source":"Crossref","is-referenced-by-count":0,"title":["A Serverless Quantization-as-a-Service Model to Run Compression Jobs for Edge Intelligence"],"prefix":"10.1109","author":[{"given":"Danny","family":"De Novi","sequence":"first","affiliation":[{"name":"University of Messina,Physical Sciences and Earth Sciences,Department of Mathematics and Computer Sciences,Messina,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pierluigi","family":"Dell\u2019Acqua","sequence":"additional","affiliation":[{"name":"University of Messina,Physical Sciences and Earth Sciences,Department of Mathematics and Computer Sciences,Messina,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lorenzo","family":"Carnevale","sequence":"additional","affiliation":[{"name":"University of Messina,Physical Sciences and Earth Sciences,Department of Mathematics and Computer Sciences,Messina,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria","family":"Fazio","sequence":"additional","affiliation":[{"name":"University of Messina,Physical Sciences and Earth Sciences,Department of Mathematics and Computer Sciences,Messina,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Massimo","family":"Villari","sequence":"additional","affiliation":[{"name":"University of Messina,Physical Sciences and Earth Sciences,Department of Mathematics and Computer Sciences,Messina,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","journal-title":"Openfaas deployment guide"},{"key":"ref2","journal-title":"Quantization"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13071335"},{"key":"ref4","article-title":"Onnx: Open neural network exchange","year":"2025"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CloudTech58737.2023.10366063"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/IC2PCT60090.2024.10486369"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ISSREW51248.2020.00047"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3451211"},{"key":"ref9","article-title":"Openfaas python flask template","author":"Community","year":"2025"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.egyai.2021.100081"},{"key":"ref11","first-page":"1737","article-title":"Deep learning with limited numerical precision","volume-title":"Proceedings of the 32nd International Conference on International Conference on Machine Learning","volume":"37","author":"Gupta"},{"key":"ref12","article-title":"Improving post training neural quantization: Layer-wise calibration and integer programming","author":"Hubara","year":"2020","journal-title":"ArXiv, abs\/2006.10518"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3360575"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICCRD54409.2022.9730411"},{"key":"ref16","article-title":"Learning multiple layers of features from tiny images","author":"Krizhevsky","year":"2012"},{"key":"ref17","article-title":"Configure quality of service for pods","volume-title":"Kubernetes"},{"key":"ref18","article-title":"Overview of kubernetes","journal-title":"Kubernetes"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2022.3166553"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.3390\/computers12030060"},{"key":"ref21","first-page":"28092","article-title":"Post-training quantization for vision transformer","volume":"34","author":"Liu","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref22","article-title":"Up or down? adaptive rounding for post-training quantization","volume-title":"Proceedings of the 37th International Conference on Machine Learning, ICML\u201920. JMLR.org","author":"Nagel"},{"key":"ref23","article-title":"A white paper on neural network quantization","author":"Nagel","year":"2021","journal-title":"ArXiv, abs\/2106.08295"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/RTEICT52294.2021.9573962"},{"key":"ref25","year":"2025","journal-title":"PyTorch. Fx graph mode quantization guide"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CCGrid51090.2021.00099"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA58977.2023.00104"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CONECCT55679.2022.9865790"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICACCS57279.2023.10113032"},{"key":"ref30","article-title":"AI as a Service: Serverless machine learning with AWS","author":"Shanaghy","year":"2020"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.iotcps.2023.02.004"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2021.110906"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/CSTIC58779.2023.10219214"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2019.2918951"}],"event":{"name":"2025 IEEE Symposium on Computers and Communications (ISCC)","location":"Bologna, Italy","start":{"date-parts":[[2025,7,2]]},"end":{"date-parts":[[2025,7,5]]}},"container-title":["2025 IEEE Symposium on Computers and Communications (ISCC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11325745\/11324448\/11326460.pdf?arnumber=11326460","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T07:02:46Z","timestamp":1768374166000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11326460\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,2]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/iscc65549.2025.11326460","relation":{},"subject":[],"published":{"date-parts":[[2025,7,2]]}}}