{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T11:13:18Z","timestamp":1780053198557,"version":"3.54.0"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,12,4]],"date-time":"2022-12-04T00:00:00Z","timestamp":1670112000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,4]],"date-time":"2022-12-04T00:00:00Z","timestamp":1670112000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,12,4]]},"DOI":"10.1109\/ssci51031.2022.10022281","type":"proceedings-article","created":{"date-parts":[[2023,1,30]],"date-time":"2023-01-30T20:05:39Z","timestamp":1675109139000},"page":"1443-1450","source":"Crossref","is-referenced-by-count":11,"title":["SVD-PINNs: Transfer Learning of Physics-Informed Neural Networks via Singular Value Decomposition"],"prefix":"10.1109","author":[{"given":"Yihang","family":"Gao","sequence":"first","affiliation":[{"name":"The University of Hong Kong,Department of Mathematics,Hong Kong SAR"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ka Chun","family":"Cheung","sequence":"additional","affiliation":[{"name":"Hong Kong Baptist University and NVIDIA,Department of Mathematics,Hong Kong SAR"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael K.","family":"Ng","sequence":"additional","affiliation":[{"name":"The University of Hong Kong,Institute of Data Science and Department of Mathematics,Hong Kong SAR"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","first-page":"214","article-title":"Wasserstein gen-erative adversarial networks","volume-title":"International Conference on Machine Learning","author":"Arjovsky","year":"2017"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1017\/S0956792520000169"},{"key":"ref3","article-title":"One-shot transfer learning of physics-informed neural networks","volume-title":"ICML AI4Science Workshop","author":"Desai","year":"2022"},{"key":"ref4","article-title":"Deep neural networks for solving extremely large linear systems","volume-title":"arXiv preprint","author":"Gu","year":"2022"},{"key":"ref5","article-title":"Rmsprop: Divide the gradient by a running average of its recent magnitude","author":"Hinton","year":"2012","journal-title":"Neural Networks for Machine Learning"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2019.109136"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1406.3269"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.5555\/2999134.2999257"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/72.712178"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-021-00302-5"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbx044"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1137\/18M1229845"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1002\/aic.690381003"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.4208\/cicp.OA-2020-0193"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.08.029"},{"key":"ref18","article-title":"Grammar as a foreign language","volume":"28","author":"Vinyals","year":"2015","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2021.110768"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6544\/ac337f"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2021.3061854"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.4208\/cicp.OA-2020-0191"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2019.05.027"},{"key":"ref24","article-title":"How transferable are features in deep neural networks?","volume":"27","author":"Yosinski","year":"2014","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1137\/19M1260141"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2019.07.048"}],"event":{"name":"2022 IEEE Symposium Series on Computational Intelligence (SSCI)","location":"Singapore, Singapore","start":{"date-parts":[[2022,12,4]]},"end":{"date-parts":[[2022,12,7]]}},"container-title":["2022 IEEE Symposium Series on Computational Intelligence (SSCI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10022049\/10022014\/10022281.pdf?arnumber=10022281","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,13]],"date-time":"2024-02-13T08:05:58Z","timestamp":1707811558000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10022281\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,4]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/ssci51031.2022.10022281","relation":{},"subject":[],"published":{"date-parts":[[2022,12,4]]}}}