{"id":6190,"date":"2025-09-21T11:33:20","date_gmt":"2025-09-21T03:33:20","guid":{"rendered":"https:\/\/nullthought.net\/?p=6190"},"modified":"2025-09-25T13:49:45","modified_gmt":"2025-09-25T05:49:45","slug":"analog-foundation-models%ef%bc%88%e6%a8%a1%e6%8b%9f%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b%ef%bc%89%ef%bc%9a%e8%ae%a9llm%e9%80%82%e9%85%8d%e6%9c%89%e5%99%aa%e3%80%81%e4%bd%8e%e7%b2%be%e5%ba%a6%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6190","title":{"rendered":"Analog Foundation Models\uff08\u6a21\u62df\u57fa\u7840\u6a21\u578b\uff09\uff1a\u8ba9LLM\u9002\u914d\u6709\u566a\u3001\u4f4e\u7cbe\u5ea6\u6a21\u62df\u786c\u4ef6"},"content":{"rendered":"\n<p>\u73b0\u6709\u5927\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u80fd\u8017\u9ad8\u3001\u541e\u5410\u53d7\u9650\u3002\u6a21\u62df\u5b58\u5185\u8ba1\u7b97\uff08AIMC\uff09\u901a\u8fc7\u5728\u975e\u6613\u5931\u5b58\u50a8\u5668\u9635\u5217\u5185\u5e76\u884c\u5b8c\u6210\u77e9\u9635\u2013\u5411\u91cf\u4e58\uff0c\u5b9e\u73b0\u6781\u9ad8\u7684\u80fd\u6548\u4e0e\u5bc6\u5ea6\uff0c\u4f46\u5176\u5148\u5929\u5b58\u5728\u6743\u91cd\u7f16\u7a0b\u8bef\u5dee\u4e0e\u65f6\u53d8\u566a\u58f0\u3001\u8f93\u5165DAC\u4e0e\u8f93\u51faADC\u7684\u4f4e\u6bd4\u7279\u91cf\u5316\u4e14\u591a\u4e3a\u201c\u9759\u6001\u8303\u56f4\u201d\u7b49\u975e\u7406\u60f3\u6027\uff0c\u76f4\u63a5\u628a\u201c\u73b0\u6210LLM\u201d\u642c\u5230AIMC\u5f80\u5f80\u6027\u80fd\u5d29\u584c\uff0c\u96be\u4ee5\u8fbe\u5230\u5e38\u89c1\u201cW4\/A8\u201d\u91cf\u5316\u6c34\u5e73\u3002\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2505.09663\" target=\"_blank\" rel=\"noreferrer noopener\">Analog Foundation Models<\/a><\/strong>\u63d0\u51fa\u201c\u6a21\u62df\u57fa\u7840\u6a21\u578b\u201d\u7684\u7cfb\u7edf\u5316\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\u65b9\u6848\uff0c\u4f7f\u901a\u7528LLM\u5728\u771f\u5b9e\u786c\u4ef6\u566a\u58f0\u4e0e\u4f4e\u6bd4\u7279\u7ea6\u675f\u4e0b\uff0c\u4ecd\u53ef\u903c\u8fd14-bit\u6743\u91cd\u30018-bit\u6fc0\u6d3b\u57fa\u7ebf\u8868\u73b0\uff0c\u5e76\u517c\u987e\u8fc1\u79fb\u5230\u4f4e\u7cbe\u5ea6\u6570\u5b57\u786c\u4ef6\u8fd0\u884c\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aJulian B\u00fcchel, Iason Chalas, Giovanni Acampa, An Chen, Omobayode Fagbohungbe, Sidney Tsai, Kaoutar El Maghraoui, Manuel Le Gallo, Abbas Rahimi, Abu Sebastian\uff0c\u6765\u81eaIBM\u548cETH Z\u00fcrich\u3002<\/p>\n\n\n\n<p>\u4e00\u3001AIMC\u786c\u4ef6\u7ea6\u675f\u4e0e\u8bef\u5dee\u6765\u6e90<br>1\uff09\u6743\u91cd\u566a\u58f0\uff1a\u6e90\u4e8eNVM\u5bfc\u7535\u6001\u5668\u4ef6\u95f4\u5dee\u5f02\u4e0e\u65f6\u5e8f\u6f02\u79fb\uff1b<br>2\uff09\u8f93\u5165\u91cf\u5316\uff1aAIMC\u5e38\u7528\u9759\u6001\u8303\u56f4\u76848-bit DAC\uff0c\u5bf9\u6bcf\u5c42\u53ef\u8bbe\u4f46\u975e\u6309token\u81ea\u9002\u5e94\uff1b<br>3\uff09\u8f93\u51fa\u91cf\u5316\uff1aADC\u52a8\u6001\u8303\u56f4\u56fa\u5b9a\u4e14\u9700\u8de8\u5c42\u4e00\u81f4\uff0c\u901a\u5e38\u4e5f\u4e3a\u9759\u6001\u8303\u56f4\uff1b<br>4\uff09\u5de5\u7a0b\u53d6\u820d\uff1a\u63d0\u5347\u6a21\u62df\u7535\u8def\u7cbe\u5ea6\u6210\u672c\u9661\u589e\uff0c\u56e0\u6b64\u66f4\u53ef\u884c\u7684\u8def\u5f84\u662f\u5728\u6a21\u578b\u7aef\u505a\u9002\u914d\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u65b9\u6cd5\u603b\u89c8\uff1a\u4ece\u201c\u73b0\u6210LLM\u201d\u5230\u201c\u6a21\u62df\u57fa\u7840\u6a21\u578b\u201d<br>\u6574\u4f53\u6d41\u7a0b\u4e09\u6b65\uff1a\u2460\u7528\u6559\u5e08\u6a21\u578b\u81ea\u91c7\u6837\u5408\u6210\u8bad\u7ec3\u8bed\u6599\uff1b\u2461\u4ee5<a href=\"https:\/\/nullthought.net\/?p=5098\" target=\"_blank\" rel=\"noreferrer 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noopener\">https:\/\/github.com\/IBM\/analog-foundation-models<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u73b0\u6709\u5927\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u80fd\u8017\u9ad8\u3001\u541e\u5410\u53d7\u9650\u3002\u6a21\u62df\u5b58\u5185\u8ba1\u7b97\uff08AIMC\uff09\u901a\u8fc7\u5728\u975e\u6613\u5931\u5b58\u50a8\u5668\u9635\u5217\u5185\u5e76\u884c\u5b8c\u6210\u77e9\u9635\u2013\u5411\u91cf\u4e58\uff0c\u5b9e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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