{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,3]],"date-time":"2026-11-03T22:55:13Z","timestamp":1793746513257,"version":"4.6.1"},"reference-count":75,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"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":[[2022,4]]},"DOI":"10.1109\/cicc53496.2022.9772783","type":"proceedings-article","created":{"date-parts":[[2022,5,18]],"date-time":"2022-05-18T15:37:56Z","timestamp":1652888276000},"page":"1-8","source":"Crossref","is-referenced-by-count":100,"title":["Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions"],"prefix":"10.1109","author":[{"given":"Arindam","family":"Basu","sequence":"first","affiliation":[{"name":"City University of Hong Kong,Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lei","family":"Deng","sequence":"additional","affiliation":[{"name":"Tsinghua University and Chinese Institute for Brain Research,Center for Brain Inspired Computing Research (CBICR),Beijing,China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Charlotte","family":"Frenkel","sequence":"additional","affiliation":[{"name":"Institute of Neuroinformatics,UZH and ETH Zurich,Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xueyong","family":"Zhang","sequence":"additional","affiliation":[{"name":"Nanyang Technological University,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0097-1"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.03.078"},{"key":"ref71","year":"0"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2013.6707078"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2015.7280625"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180440"},{"key":"ref75","year":"0"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TVLSI.2013.2294916"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.23919\/VLSIT.2019.8776485"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2018.2881432"},{"key":"ref31","first-page":"30c","article-title":"A 3.43TOPS\/W 48.9pJ\/pixel 50.1 nJ\/ciassification 512 analog neuron sparse coding neural network with on-chip learning and classification in 40nm CMOS","author":"buhler","year":"0","journal-title":"2017 Symposium on VLSI Circuits"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2012.2197858"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2018.00213"},{"key":"ref36","article-title":"Accelerated analog neuromorphic computing","author":"schemmel","year":"2020","journal-title":"ArXiv Preprint"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.2017.8050933"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ISSCC19947.2020.9062979"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2021.3067593"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2019.2925454"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2006.883007"},{"key":"ref63","year":"2021","journal-title":"SynSense Software solutions"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.2010.5536970"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2014.2304638"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2015.00141"},{"key":"ref65","article-title":"The SpiNNaker 2 processing element architecture for hybrid digital neuromorphic computing","author":"h\u00f6ppner","year":"2021","journal-title":"ArXiv"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2015.2474396"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2014.2379294"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2020.2970709"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1145\/3304103"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2018.00891"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/nature16961"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.220"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2021.664208"},{"key":"ref22","first-page":"145","article-title":"A 0.086-mm2 12.7-pJ\/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28-nm CMOS","volume":"13","author":"frenkel","year":"2019","journal-title":"IEEE Transactions on Biomedical Circuits and Systems"},{"key":"ref21","article-title":"A 45nm CMOS neuromorphic chip with a scalable architecture for learning in networks of spiking neurons","author":"jae-sun","year":"2011","journal-title":"2011 IEEE Custom Integrated Circuits Conference (CICC)"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/VLSIC.2015.7231323"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2014.2386892"},{"key":"ref26","article-title":"IMPULSE: A 65nm Digital Compute-in-Memory Macro with Fused Weights and Membrane Potential for Spike-based Sequential Learning Tasks","author":"amogh","year":"2021","journal-title":"ArXiv Preprint"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2019.2942367"},{"key":"ref50","doi-asserted-by":"crossref","DOI":"10.7554\/eLife.22901.027","article-title":"Towards deep learning with segregated dendrites","author":"guerguiev","year":"2017","journal-title":"Elife"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms13276"},{"key":"ref59","article-title":"NxTF: An API and compiler for deep spiking neural networks on Intel Loihi","author":"rueckauer","year":"2021","journal-title":"ArXiv"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.781"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1604850113"},{"key":"ref56","article-title":"Backpropagation for energy-efficient neuromorphic computing","author":"esser","year":"2015","journal-title":"NeurIPS"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1088\/2634-4386\/abf150"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2018.00291"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2015.7280625"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1088\/2634-4386\/ac0a5a"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/MM.2018.112130359"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-019-1424-8"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/JETCAS.2020.3040300"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/BioCAS.2014.6981816"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2017.2759700"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2021.3112979"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2019.2928793"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2018.2884901"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CICC.2019.8780116"},{"key":"ref18","first-page":"1","article-title":"0.5V 4.8 pJ\/SOP 0.93?W Leakage\/core Neuromorphic Processor with Asynchronous NoC and Reconfigurable LIF Neuron","author":"nambiar","year":"0","journal-title":"2020 IEEE Asian Solid-State Circuits Conference (A-SSCC)"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/A-SSCC48613.2020.9336139"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2021.3064189"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2017.2761740"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/IEEECONF44664.2019.9048891"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2015.2444094"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2013.2259038"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2014.2313565"},{"key":"ref49","article-title":"Bottom-up and top-down neural processing systems design: Neuromorphic intelligence as the convergence of natural and artificial intelligence","author":"frenkel","year":"2021","journal-title":"ArXiv"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"668","DOI":"10.1126\/science.1254642","article-title":"A million spiking-neuron integrated circuit with a scalable communication network and interface","volume":"345","author":"merolla","year":"2014","journal-title":"Science"},{"key":"ref46","author":"eliasmith","year":"2002","journal-title":"Neural Engineering Computation Representation and Dynamics in Neurobiological Systems"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-021-00388-x"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2007.19.11.2881"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.18-24-10464.1998"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2020.2976475"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CICC.2019.8780165"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2017.7966125"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00637"}],"event":{"name":"2022 IEEE Custom Integrated Circuits Conference (CICC)","location":"Newport Beach, CA, USA","start":{"date-parts":[[2022,4,24]]},"end":{"date-parts":[[2022,4,27]]}},"container-title":["2022 IEEE Custom Integrated Circuits Conference (CICC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9772767\/9772730\/09772783.pdf?arnumber=9772783","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T16:57:51Z","timestamp":1656349071000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9772783\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4]]},"references-count":75,"URL":"https:\/\/doi.org\/10.1109\/cicc53496.2022.9772783","relation":{},"subject":[],"published":{"date-parts":[[2022,4]]}}}