{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,11]],"date-time":"2026-05-11T19:00:06Z","timestamp":1778526006334,"version":"3.51.4"},"reference-count":61,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"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":["IEEE J. Emerg. Sel. Topics Circuits Syst."],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1109\/jetcas.2022.3224071","type":"journal-article","created":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T15:18:29Z","timestamp":1669303109000},"page":"888-897","source":"Crossref","is-referenced-by-count":29,"title":["Gradient-Based Neuromorphic Learning on Dynamical RRAM Arrays"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1686-6354","authenticated-orcid":false,"given":"Peng","family":"Zhou","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of California Santa Cruz, Santa Cruz, CA, USA"}]},{"given":"Dong-Uk","family":"Choi","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of California Santa Cruz, Santa Cruz, CA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4731-1976","authenticated-orcid":false,"given":"Wei D.","family":"Lu","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8424-3410","authenticated-orcid":false,"given":"Sung-Mo","family":"Kang","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of California Santa Cruz, Santa Cruz, CA, USA"}]},{"given":"Jason K.","family":"Eshraghian","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of California Santa Cruz, Santa Cruz, CA, USA"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2018.2829924"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-30768-0"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/AICAS.2019.8771550"},{"key":"ref32","first-page":"607","article-title":"Analog computing using 1T1R crossbar arrays","author":"li","year":"2018"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1063\/1.5124027"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS51556.2021.9401672"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.abj4801"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.04.012"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1038\/s41928-018-0023-2"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/MNANO.2022.3141443"},{"key":"ref60","article-title":"ADAM: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"arXiv 1412 6980"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/IEDM19573.2019.8993641"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-021-24260-z"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3477145.3477162"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1038\/s41928-019-0270-x"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2020.02.011"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2020.3036081"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1021\/acsami.9b10072"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1038\/srep09776"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-61176-y"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1002\/aelm.201901335"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2021.3126555"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1088\/2634-4386\/ac156f"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-16261-1"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2022.3151920"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065718500041"},{"key":"ref59","doi-asserted-by":"crossref","first-page":"566","DOI":"10.1109\/JSSC.2007.914337","article-title":"A 128&#x00D7;128 120 dB 15 ?s latency asynchronous temporal contrast vision sensor","volume":"43","author":"patrick","year":"2008","journal-title":"IEEE J Solid-State Circuits"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.781"},{"key":"ref57","article-title":"Fashion-MNIST: A novel image dataset for benchmarking machine learning algorithms","author":"xiao","year":"2017","journal-title":"ArXiv 1708 07747"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref55","article-title":"Training spiking neural networks using lessons from deep learning","author":"eshraghian","year":"2021","journal-title":"arXiv 2109 12894"},{"key":"ref54","first-page":"1","article-title":"Neural ordinary differential equations","volume":"31","author":"chen","year":"2018","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref53","article-title":"NVMExplorer: A framework for cross-stack comparisons of embedded non-volatile memories","author":"pentecost","year":"2021","journal-title":"arXiv 2109 01188"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2021.3065932"},{"key":"ref10","author":"sheik","year":"2013","journal-title":"Sinabs"},{"key":"ref11","author":"muir","year":"2019","journal-title":"Rockpool"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17215-3"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3389\/fninf.2018.00089"},{"key":"ref13","author":"pehle","year":"2021","journal-title":"Norse&#x2014;A Deep Learning Library for Spiking Neural Networks"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCT.1971.1083337"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1976.10092"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1021\/nl904092h"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2013.00002"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1002\/smll.202003964"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1038\/nmat3510"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/NSS\/MIC42677.2020.9507937"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS48785.2022.9937309"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2019.00260"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2018.12.002"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2019.2931595"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/5.58337"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2020.3027693"},{"key":"ref9","author":"eshraghian","year":"2021","journal-title":"snnTorch"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1989.1.2.270"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3389\/fnano.2022.851856"},{"key":"ref48","article-title":"Online training of spiking recurrent neural networks with phase-change memory synapses","author":"demirag","year":"2021","journal-title":"arXiv 2108 01804"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17236-y"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2022.02.043"},{"key":"ref41","first-page":"1","article-title":"The generalized metastable switch memristor model","author":"molter","year":"2016","journal-title":"Proc 15th Int Workshop Cellular Nanosc Netw Appl"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/AICAS51828.2021.9458494"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2018.2789723"}],"container-title":["IEEE Journal on Emerging and Selected Topics in Circuits and Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/5503868\/9991262\/09961206.pdf?arnumber=9961206","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,16]],"date-time":"2023-01-16T19:10:59Z","timestamp":1673896259000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9961206\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":61,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/jetcas.2022.3224071","relation":{},"ISSN":["2156-3357","2156-3365"],"issn-type":[{"value":"2156-3357","type":"print"},{"value":"2156-3365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12]]}}}