{"id":48991,"date":"2024-03-17T09:00:58","date_gmt":"2024-03-17T01:00:58","guid":{"rendered":"https:\/\/swarma.org\/?p=48991"},"modified":"2024-03-17T09:00:58","modified_gmt":"2024-03-17T01:00:58","slug":"%e8%84%91%e7%a7%91%e5%ad%a6%e5%92%8c%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e4%ba%a4%e5%8f%89%ef%bc%9a%e8%84%91%e5%90%af%e5%8f%91%e7%9a%84%e6%b7%b7%e6%b2%8c%e8%84%89%e5%86%b2%e5%8f%8d%e5%90%91%e4%bc%a0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=48991","title":{"rendered":"\u8111\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u4ea4\u53c9\uff1a\u8111\u542f\u53d1\u7684\u6df7\u6c8c\u8109\u51b2\u53cd\u5411\u4f20\u64ad\uff5cNSR \u524d\u6cbf\u8fdb\u5c55"},"content":{"rendered":"
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\u738b\u6893\u9274\uff0c\u9676\u9e4f\uff0c\u9648\u6d1b\u5357<\/span> | \u4f5c\u8005<\/span><\/strong><\/section>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aBrain-inspired chaotic spiking backpropagation<\/span><\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/doi.org\/10.1093\/nsr\/nwae037<\/span><\/p>\n

Github\u94fe\u63a5\uff1ahttps:\/\/github.com\/Wangzj000\/CSBP<\/span><\/p>\n

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\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/span>\uff08DNN\uff09<\/span>\u5df2\u7ecf\u6210\u4e3a\u5de5\u7a0b\u548c\u79d1\u7814\u9886\u57df\u7684\u57fa\u672c\u5de5\u5177\u4e4b\u4e00\uff0c\u5b83\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u673a\u5668\u7ffb\u8bd1\u548c\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u7b49\u65b9\u5411\u90fd\u6709\u7740\u5e7f\u6cdb\u5e94\u7528\u3002\u7136\u800c\uff0cDNN\u4e0e\u771f\u5b9e\u795e\u7ecf\u7f51\u7edc\u7684\u5dee\u5f02\u975e\u5e38\u5927\uff0c\u7279\u522b\u662f\u5728\u80fd\u8017\u65b9\u9762\uff0cDNN\u7684\u80fd\u8017\u8fdc\u8d85\u4eba\u7c7b\u5927\u8111\u3002\u636e\u4f30\u8ba1ChatGPT\u6bcf\u6708\u9700\u8981\u6d88\u8017\u8d85\u8fc750\u4e07\u5343\u74e6\u65f6\u7684\u7535\u80fd\uff0c\u800c\u4eba\u8111\u7684\u7684\u53c2\u6570\u6bd4ChatGPT\u5927\u7ea6\u9ad8\u4e09\u4e2a\u6570\u91cf\u7ea7\uff0c\u529f\u8017\u5374\u53ea\u670920\u74e6\u5de6\u53f3\uff0c\u8db3\u4ee5\u89c1\u5f97\u4eba\u8111\u4e4b\u9ad8\u6548\u3002<\/span><\/p>\n


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\u8109\u51b2\u795e\u7ecf\u7f51\u7edc<\/span><\/strong>\uff08Spiking Neural Network\uff0cSNN\uff0c\u56fe1\uff09<\/span>\u4f5c\u4e3a\u8111\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u76f8\u4e92\u4ea4\u53c9\u800c\u53d1\u5c55\u7684\u7b2c\u4e09\u4ee3\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u57fa\u4e8e\u4e8b\u4ef6\u9a71\u52a8\u7684\u4e8c\u8fdb\u5236\u8109\u51b2\u4fe1\u53f7\u6765\u8868\u5f81\u548c\u5904\u7406\u4fe1\u606f<\/span><\/strong>\u3002\u7531\u4e8e\u8f93\u5165\u7684\u8109\u51b2\u4fe1\u53f7\u9700\u8981\u7d2f\u8ba1\u5230\u4e00\u5b9a\u7a0b\u5ea6\u624d\u4f1a\u6fc0\u53d1\u8f93\u51fa\u8109\u51b2\uff0c\u8fd9\u79cd\u7a00\u758f\u5316\u7684\u7279\u5f81\u53ef\u4ee5\u8ba9SNN\u5b9e\u73b0\u4e0e\u4eba\u8111\u76f8\u5f53\u7684\u529f\u8017<\/strong>\u3002\u9664\u6b64\u4e4b\u5916\uff0cSNN\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u4f20\u7edfDNN\u65f6\u7a7a\u4fe1\u606f\u8868\u5f81\u6548\u7387\u4f4e\u3001\u81ea\u7ec4\u7ec7\u5b66\u4e60\u80fd\u529b\u5f31\u548c\u786c\u4ef6\u5b9e\u73b0\u96be\u5ea6\u5927\u7b49\u6838\u5fc3\u96be\u9898\uff0c\u56e0\u6b64\u5438\u5f15\u4e86\u56fd\u5185\u5916\u5b66\u8005\u5e7f\u6cdb\u7684\u7814\u7a76\u5174\u8da3\u3002<\/span><\/p>\n


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\u53d7\u5927\u8111\u4e2d\u6df7\u6c8c\u52a8\u529b\u5b66\u7684\u542f\u53d1\uff0c\u56fd\u79d1\u5927\u676d\u5dde\u9ad8\u7b49\u7814\u7a76\u9662\u7684\u9648\u6d1b\u5357\u56e2\u961f\u63d0\u51fa\u4e86\u6df7\u6c8c\u8109\u51b2\u53cd\u5411\u4f20\u64ad<\/span>\uff08CSBP\uff0c\u56fe3\uff09<\/span>\u7b97\u6cd5\uff0c\u5b83\u901a\u8fc7\u5728SNN\u5185\u90e8\u5f15\u5165\u4e00\u9879\u6df7\u6c8c\u635f\u5931\u51fd\u6570\u6765\u7ed9\u795e\u7ecf\u5143\u589e\u52a0\u4e00\u9879\u8d1f\u53cd\u9988\uff0c\u4ece\u800c\u4f7f\u7f51\u7edc\u6743\u91cd\u4ea7\u751f\u7c7b\u4f3c\u5927\u8111\u4e2d\u7684\u6df7\u6c8c\u3002\u7406\u8bba\u4e0a\uff0c\u8be5\u56e2\u961f\u8bc1\u660e\u4e86CSBP\u7684\u5b66\u4e60\u8fc7\u7a0b\u5728\u521d\u59cb\u9636\u6bb5\u662f\u6df7\u6c8c\u7684\uff0c\u7136\u540e\u968f\u7740\u6df7\u6c8c\u6a21\u62df\u9000\u706b\u4f1a\u51fa\u73b0\u5404\u79cd\u5206\u53c9\u52a8\u529b\u5b66\uff0c\u6700\u7ec8\u9000\u5316\u4e3a\u68af\u5ea6\u52a8\u529b\u5b66\u5e76\u6536\u655b\u3002\u8ba1\u7b97\u4e0a\uff0c\u5229\u7528\u6df7\u6c8c\u52a8\u529b\u5b66\u7684\u904d\u5386\u6027\u548c\u4f2a\u968f\u673a\u6027\uff0cCSBP\u5728\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u66f4\u4f4e\u7684\u8bad\u7ec3\u635f\u5931\u548c\u66f4\u597d\u7684\u6cdb\u5316\u6027\u80fd\u3002\u7279\u522b\u5730\uff0cCSBP\u5728\u4f20\u7edf\u7684\u5927\u89c4\u6a21\u9759\u6001\u6570\u636e\u96c6<\/span>\uff08ImageNet\u548cCIFAR100\uff0c\u56fe4\uff09<\/span>\u548c\u795e\u7ecf\u5f62\u6001\u6570\u636e\u96c6<\/span>\uff08DVS-CIFAR10\u548cDVS-Gesture\uff09<\/span>\u4e0a\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\u5747\u4f18\u4e8e\u73b0\u6709\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n


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\u56fe4\uff1aCSBP\u5728CIFAR100\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd<\/span><\/p>\n


<\/p>\n

\u603b\u7684\u6765\u8bf4\uff0cCSBP\u4e0d\u4ec5\u4e3aSNN\u7684\u9ad8\u6548\u8bad\u7ec3\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u800c\u4e14\u4e3a\u6df1\u5165\u7406\u89e3\u5927\u8111\u7684\u5b66\u4e60\u673a\u5236\u63d0\u4f9b\u4e86\u65b0\u7684\u89c1\u89e3\u3002\u8be5\u7814\u7a76\u6210\u679c\u8fd1\u65e5\u4ee5\u201cBrain-inspired Chaotic Spiking Backpropagation\u201d\u4e3a\u9898\u5728\u7ebf\u53d1\u8868\u4e8e\u300a\u56fd\u5bb6\u79d1\u5b66\u8bc4\u8bba\u300b<\/span>\uff08National Science Review<\/em>\uff0cIF5=22.3\uff09<\/span>\u3002\u56fd\u79d1\u5927\u676d\u5dde\u9ad8\u7b49\u7814\u7a76\u9662\u76842021\u7ea7\u76f4\u535a\u751f\u738b\u6893\u9274\u548c\u52a9\u7406\u7814\u7a76\u5458\u9676\u9e4f\u4e3a\u672c\u8bba\u6587\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\uff0c\u9648\u6d1b\u5357\u7814\u7a76\u5458\u4e3a\u901a\u8baf\u4f5c\u8005\u3002\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u548c\u4e2d\u79d1\u9662\u4e3a\u6b64\u9879\u7814\u7a76\u63d0\u4f9b\u4e86\u8d44\u52a9\u3002<\/span><\/p>\n


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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span>\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u4ece\u590d\u6742\u795e\u7ecf\u52a8\u529b\u5b66\u5230\u7c7b\u8111\u4eba\u5de5\u667a\u80fd<\/strong><\/a><\/p>\n


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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span>\u6df7\u6c8c\u79d1\u5b66\u7cfb\u5217\u79d1\u666e\u8bfe\u7a0b\uff1a\u786e\u5b9a\u6027\u7684\u7cfb\u7edf\u65e0\u6cd5\u9884\u6d4b\uff1f<\/a><\/span><\/strong><\/p>\n<\/section>\n


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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>PNAS \u901f\u9012\uff1a\u57fa\u4e8e\u8111\u542f\u53d1\u7684\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u795e\u7ecf\u56de\u8def\u6f14\u5316<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2.<\/strong> NeuroAI\uff1a\u8fc8\u5411\u4e0b\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd<\/a><\/a><\/strong><\/span><\/section>\n
3. <\/strong>\u9c7c\u7fa4\u4e0e\u5927\u8111\u7684\u76f8\u4f3c\u6027\uff1a\u5728\u6df7\u6c8c\u4e0e\u79e9\u5e8f\u8fb9\u7f18\u7684\u4e34\u754c\u6001\u9ad8\u6548\u8fd0\u4f5c<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a <\/strong><\/span><\/strong><\/span><\/strong><\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u53d7\u5927\u8111\u4e2d\u6df7\u6c8c\u52a8\u529b\u5b66\u7684\u542f\u53d1\uff0c\u56fd\u79d1\u5927\u676d\u5dde\u9ad8\u7b49\u7814\u7a76\u9662\u7684\u9648\u6d1b\u5357\u56e2\u961f\u63d0\u51fa\u4e86\u6df7\u6c8c\u8109\u51b2\u53cd\u5411\u4f20\u64ad\uff08CSBP\uff09\u7b97\u6cd5\uff0c\u4e0d\u4ec5\u4e3a\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\uff08SNN\uff09\u7684\u9ad8\u6548\u8bad\u7ec3\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u800c\u4e14\u4e3a\u6df1\u5165\u7406\u89e3\u5927\u8111\u7684\u5b66\u4e60\u673a\u5236\u63d0\u4f9b\u4e86\u65b0\u7684\u89c1\u89e3\u3002\u8be5\u7814\u7a76\u6210\u679c\u8fd1\u65e5\u4ee5\u201cBrain-inspired Chaotic Spiking Backpr…<\/p>\n","protected":false},"author":0,"featured_media":48983,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/48991"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=48991"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/48991\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/48983"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=48991"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=48991"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=48991"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=48991"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}