{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T13:18:48Z","timestamp":1773839928479,"version":"3.50.1"},"reference-count":63,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100018537","name":"National Science and Technology Major Project","doi-asserted-by":"publisher","award":["2021ZD0112903"],"award-info":[{"award-number":["2021ZD0112903"]}],"id":[{"id":"10.13039\/501100018537","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62272220"],"award-info":[{"award-number":["62272220"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IIEEE Trans. Software Eng."],"published-print":{"date-parts":[[2025,2]]},"DOI":"10.1109\/tse.2024.3509975","type":"journal-article","created":{"date-parts":[[2024,12,2]],"date-time":"2024-12-02T18:38:47Z","timestamp":1733164727000},"page":"371-388","source":"Crossref","is-referenced-by-count":4,"title":["MoCo: Fuzzing Deep Learning Libraries via Assembling Code"],"prefix":"10.1109","volume":"51","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-3154-4409","authenticated-orcid":false,"given":"Pin","family":"Ji","sequence":"first","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7477-3642","authenticated-orcid":false,"given":"Yang","family":"Feng","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-3783-4492","authenticated-orcid":false,"given":"Duo","family":"Wu","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-1429-4798","authenticated-orcid":false,"given":"Lingyue","family":"Yan","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-7669-9290","authenticated-orcid":false,"given":"Penglin","family":"Chen","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8368-4898","authenticated-orcid":false,"given":"Jia","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-8850-5583","authenticated-orcid":false,"given":"Zhihong","family":"Zhao","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/rob.21918"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSGRC.2018.8657642"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-018-0316-z"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3368089.3409761"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3510003.3510092"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3510003.3510041"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3540250.3549085"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3597926.3598067"},{"key":"ref9","article-title":"The GitHub repository of TensorFlow","year":"2023"},{"key":"ref10","article-title":"The GitHub repository of pytorch","year":"2023"},{"key":"ref11","article-title":"The GitHub repository of Jittor","year":"2023"},{"key":"ref12","article-title":"The GitHub repository of moco","year":"2024"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3132747.3132785"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3084827"},{"key":"ref15","article-title":"Recent advances in recurrent neural networks","author":"Salehinejad","year":"2017"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-020-09838-1"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.33564\/ijeast.2020.v04i12.054"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-35289-8_25"},{"key":"ref20","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s40745-020-00253-5"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.5555\/3026877.3026899"},{"key":"ref23","first-page":"8026","article-title":"PyTorch: An imperative style, high-performance deep learning library","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"32","author":"Paszke","year":"2019"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-020-3097-4"},{"key":"ref25","volume-title":"Deep Learning with Keras","author":"Gulli","year":"2017"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.4324\/9781410605337-29"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1515\/forma-2016-0010"},{"key":"ref28","article-title":"Beautiful soup documentation","year":"2024"},{"key":"ref29","first-page":"15908","article-title":"Transformer in transformer","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Han","year":"2021"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-53817-4_4"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CITSM.2016.7577578"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.1078"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ABLAZE.2015.7154916"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-37599-7_14"},{"key":"ref35","article-title":"The GitHub repository of MMdnn","year":"2023"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/3338906.3338930"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00107"},{"key":"ref38","article-title":"The official website of MNIST dataset","year":"2023"},{"key":"ref39","first-page":"1097","article-title":"ImageNet classification with deep convolutional neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"25","author":"Krizhevsky","year":"2012"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298801"},{"key":"ref41","article-title":"The GitHub repository of theano","year":"2023"},{"key":"ref42","article-title":"The GitHub repository of cntk","year":"2023"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE48619.2023.00105"},{"key":"ref44","article-title":"The GitHub of paddlepaddle","year":"2024"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-19-2879-6_5"},{"key":"ref46","first-page":"486","article-title":"Audee: Automated testing for deep learning frameworks","volume-title":"Proc. 35th IEEE\/ACM Int. Conf. Automated Softw. Eng.","author":"Guo","year":"2020"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3534220"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/3575693.3575707"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ase51524.2021.9678715"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/ASE51524.2021.9678670"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3534391"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/ICST57152.2023.00050"},{"key":"ref53","doi-asserted-by":"crossref","first-page":"1122","DOI":"10.1145\/3377811.3380400","article-title":"Testing DNN image classifiers for confusion & bias errors","volume-title":"Proc. ACM\/IEEE 42nd Int. Conf. Softw. Eng.","author":"Tian","year":"2020"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/QRS-C51114.2020.00054"},{"key":"ref55","first-page":"1053","article-title":"Metamorphic object insertion for testing object detection systems","volume-title":"Proc. 35th IEEE\/ACM Int. Conf. Automated Softw. Eng.","author":"Wang","year":"2020"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3534397"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ICRA46639.2022.9811794"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/AITEST52744.2021.00033"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/3238147.3238202"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/3358233"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2019.8668044"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00108"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/3395363.3397357"}],"container-title":["IEEE Transactions on Software Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/32\/10885779\/10772249.pdf?arnumber=10772249","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,19]],"date-time":"2025-02-19T18:45:37Z","timestamp":1739990737000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10772249\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2]]},"references-count":63,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tse.2024.3509975","relation":{},"ISSN":["0098-5589","1939-3520","2326-3881"],"issn-type":[{"value":"0098-5589","type":"print"},{"value":"1939-3520","type":"electronic"},{"value":"2326-3881","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2]]}}}