{"id":1116129,"date":"2025-01-08T19:42:35","date_gmt":"2025-01-09T03:42:35","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1116129"},"modified":"2025-01-08T19:42:38","modified_gmt":"2025-01-09T03:42:38","slug":"new-arrival-in-research-21","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-21\/","title":{"rendered":"MobiCom\u4e0a\u65b0 | \u7cbe\u9009\u8bba\u6587\u5e26\u4f60\u4e86\u89e3\u65e0\u7ebf\u79fb\u52a8\u9886\u57df\u7684\u521b\u65b0\u5e94\u7528"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n

MobiCom \u662f\u79fb\u52a8\u8ba1\u7b97\u548c\u65e0\u7ebf\u7f51\u7edc\u9886\u57df\u7684\u9876\u7ea7\u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 MobiCom 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u5185\u5bb9\u6db5\u76d6\u79fb\u52a8\u4efb\u52a1\u81ea\u52a8\u5316\u3001\u8fdc\u7a0b\u542c\u8bca\u3001DNN \u63a8\u7406\u3001\u6c14\u4f53\u611f\u6d4b\u3001\u88ab\u52a8\u611f\u77e5\u3001\u65e0\u7ebf\u4f20\u611f\u7b49\u3002<\/p>\n\n\n\n

\n\n\n\n

\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n

01. AutoDroid\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u667a\u80fd\u79fb\u52a8\u8bbe\u5907\u4efb\u52a1\u81ea\u52a8\u5316<\/p>\n\n\n\n

02. \u5229\u7528\u8033\u673a\u63a2\u7d22\u8fdc\u7a0b\u5fc3\u810f\u542c\u8bca\u7684\u53ef\u884c\u6027\uff08MobiCom 2024\u6700\u4f73\u8bba\u6587\u5956\uff09<\/p>\n\n\n\n

03. FlexNN\uff1a\u4e3a\u5185\u5b58\u53d7\u9650\u8bbe\u5907\u63d0\u4f9b\u52a8\u6001\u5b58\u50a8\u7ba1\u7406\u7684DNN\u63a8\u7406\u6846\u67b6<\/p>\n\n\n\n

04. Gastag\uff1a\u4f7f\u7528\u57fa\u4e8e\u77f3\u58a8\u70ef\u6807\u7b7e\u7684\u6c14\u4f53\u611f\u6d4b\u65b0\u8303\u5f0f<\/p>\n\n\n\n

05. GPSense\uff1a\u5229\u7528\u65e0\u5904\u4e0d\u5728\u7684GPS\u4fe1\u53f7\u8fdb\u884c\u88ab\u52a8\u611f\u77e5<\/p>\n\n\n\n

06. MSense\uff0c\u5728\u8fd0\u52a8\u5e72\u6270\u4e0b\u589e\u5f3a\u65e0\u7ebf\u4f20\u611f\u80fd\u529b<\/p>\n\n\n\n

01. AutoDroid\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u79fb\u52a8\u4efb\u52a1\u81ea\u52a8\u5316<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2308.15272 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u79fb\u52a8\u4efb\u52a1\u81ea\u52a8\u5316\u6280\u672f\u5907\u53d7\u5173\u6ce8\uff0c\u5176\u76ee\u6807\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5b9e\u73b0\u667a\u80fd\u79fb\u52a8\u8bbe\u5907\u81ea\u52a8\u5316\u64cd\u63a7\uff0c\u5728 AI PC\u3001\u667a\u80fd\u4e2a\u4eba\u52a9\u7406\u3001\u8f66\u8f7d\u4fe1\u606f\u5a31\u4e50\u7cfb\u7edf\u7b49\u9886\u57df\u62e5\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u4f46\u53d7\u9650\u4e8e\u6709\u9650\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u4ee5\u53ca\u5bf9\u4eba\u5de5\u5e72\u9884\u7684\u4e25\u91cd\u4f9d\u8d56\uff0c\u73b0\u6709\u81ea\u52a8\u5316\u65b9\u6848\u7684\u53ef\u6269\u5c55\u6027\u666e\u904d\u8f83\u5dee\uff0c\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u591a\u53d8\u7684\u7528\u6237\u9700\u6c42\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n

\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u6e05\u534e\u5927\u5b66\u667a\u80fd\u4ea7\u4e1a\u7814\u7a76\u9662\u7684\u674e\u5143\u6625\u6559\u6388\u56e2\u961f\u5408\u4f5c\u63d0\u51fa\u4e86 AutoDroid\u3002AutoDroid \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u878d\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u901a\u7528\u5e38\u8bc6\u6027\u77e5\u8bc6\u4e0e\u7279\u5b9a\u5e94\u7528\u7684\u9886\u57df\u77e5\u8bc6\u3002\u4f20\u7edf\u7684\u4efb\u52a1\u81ea\u52a8\u5316\u65b9\u6cd5\uff0c\u65e0\u8bba\u662f\u57fa\u4e8e\u5f00\u53d1\u4eba\u5458\u9884\u8bbe\u89c4\u5219\uff0c\u8fd8\u662f\u57fa\u4e8e\u7528\u6237\u6f14\u793a\u6216\u673a\u5668\u5b66\u4e60\uff0c\u90fd\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\u53c2\u4e0e\uff0c\u4e14\u96be\u4ee5\u8986\u76d6\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\u3002AutoDroid \u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u3001\u63a8\u7406\u548c\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\uff0c\u7ed3\u5408\u81ea\u52a8\u5316\u52a8\u6001\u5206\u6790\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u4efb\u610f\u5b89\u5353\u5e94\u7528\u4efb\u52a1\u81ea\u52a8\u5316\uff0c\u4e3a\u6784\u5efa\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u7684\u4e2a\u4eba\u52a9\u7406\uff08Agent\uff09\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n

AutoDroid \u7684\u7cfb\u7edf\u6846\u67b6\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u5173\u952e\u9636\u6bb5\uff1a\u79bb\u7ebf\u5b66\u4e60\u9636\u6bb5\u548c\u5728\u7ebf\u6267\u884c\u9636\u6bb5\u3002\u5728\u79bb\u7ebf\u9636\u6bb5\uff0cAutoDroid \u901a\u8fc7\u81ea\u52a8\u5316\u63a2\u7d22\u76ee\u6807\u5e94\u7528\uff0c\u53ef\u6784\u5efa\u5e94\u7528\u7684 UI \u8f6c\u6362\u56fe\uff08UTG\uff09\u3002\u8be5 UTG \u8be6\u7ec6\u8bb0\u5f55\u4e86\u5e94\u7528\u4e2d\u5404\u4e2a UI \u72b6\u6001\u4e4b\u95f4\u7684\u8df3\u8f6c\u5173\u7cfb\uff0c\u4ee5\u53ca\u6bcf\u4e2a UI \u72b6\u6001\u4e0b\u53ef\u6267\u884c\u7684\u64cd\u4f5c\uff0c\u5982\u540c\u5e94\u7528\u7684\u201c\u903b\u8f91\u5730\u56fe\u201d\u3002\u968f\u540e\uff0cAutoDroid \u5229\u7528 LLMs \u6df1\u5165\u5206\u6790 UTG \u4e2d\u6bcf\u4e00\u4e2a UI \u7684\u5143\u7d20\u548c\u72b6\u6001\uff0c\u603b\u7ed3\u51fa\u6bcf\u4e2a UI \u5143\u7d20\u7684\u529f\u80fd\uff08\u4f8b\u5982\uff0c\u5c06\u67d0\u4e2a\u6309\u94ae\u7684\u529f\u80fd\u603b\u7ed3\u4e3a\u201c\u5220\u9664\u6240\u6709\u4e8b\u4ef6\u201d\uff09\uff0c\u5e76\u8bb0\u5f55\u4e0b\u5e94\u7528\u7684\u521d\u59cb\u72b6\u6001\u5230\u8fbe\u8be5 UI \u5143\u7d20\u6240\u5728\u72b6\u6001\u7684\u5b8c\u6574\u64cd\u4f5c\u8def\u5f84\u3002\u8fd9\u4e9b\u4fe1\u606f\u4f1a\u88ab\u7ec4\u7ec7\u6210\u4e00\u4e2a\u201c\u6a21\u62df\u4efb\u52a1-\u72b6\u6001-\u5143\u7d20\u201d\u6620\u5c04\u5173\u7cfb\u8868\uff0c\u6784\u6210\u8be5\u5e94\u7528\u7684\u4e13\u5c5e\u77e5\u8bc6\u5e93\uff0c\u5373 App Memory\u3002<\/p>\n\n\n\n

\"AutoDroid
\u56fe1\uff1aAutoDroid \u7684\u5de5\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n\n\n\n

\u8fdb\u5165\u5728\u7ebf\u6267\u884c\u9636\u6bb5\uff0cAutoDroid \u4fbf\u53ef\u4ee5\u63a5\u6536\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0b\u8fbe\u7684\u4efb\u52a1\u6307\u4ee4\u3002\u5b83\u9996\u5148\u4ece App Memory \u4e2d\u68c0\u7d22\u5230\u4e0e\u5f53\u524d\u4efb\u52a1\u9ad8\u5ea6\u76f8\u5173\u7684\u201c\u6a21\u62df\u4efb\u52a1\u201d\u4fe1\u606f\u3002\u968f\u540e\uff0cAutoDroid \u4ee5\u6a21\u62df\u4efb\u52a1\u4e3a\u53c2\u8003\uff0c\u8fdb\u4e00\u6b65\u751f\u6210\u5177\u4f53\u7684\u8bbe\u5907\u63a7\u5236\u6307\u4ee4\uff0c\u5e76\u8f6c\u5316\u4e3a\u5b9e\u9645\u7684 UI \u64cd\u4f5c\u5728\u8bbe\u5907\u4e0a\u6267\u884c\uff0c\u4e14\u66f4\u65b0\u5f53\u524d\u7684 UI \u72b6\u6001\u3002\u5982\u6b64\u5faa\u73af\u5f80\u590d\uff0c\u76f4\u81f3\u6700\u7ec8\u76ee\u6807\u8fbe\u6210\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30 AutoDroid \u7684\u6027\u80fd\u8868\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b13\u4e2a\u5e38\u89c1\u5b89\u5353\u5e94\u7528\u3001158\u4e2a\u771f\u5b9e\u7528\u6237\u4efb\u52a1\u7684\u57fa\u51c6\u6d4b\u8bd5\u96c6 DroidTask\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff1a\u548c\u57fa\u4e8e GPT-4 \u7684\u57fa\u7ebf\u65b9\u6cd5\u76f8\u6bd4\uff0cAutoDroid \u7684\u4efb\u52a1\u5b8c\u6210\u7387\u5927\u5e45\u63d0\u5347\u4e8636.4%-39.7%\uff0c\u800c\u5e73\u5747\u67e5\u8be2\u6210\u672c\u5374\u964d\u4f4e\u4e86\u7ea645%\u3002\u672a\u6765\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u7ee7\u7eed\u63a2\u7d22\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u63a8\u7406\u548c\u4f18\u5316\u7b56\u7565\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4efb\u52a1\u81ea\u52a8\u5316\u7684\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u5e76\u5c06\u5176\u6269\u5c55\u5230\u66f4\u591a\u7684\u5e94\u7528\u573a\u666f\u4e0e\u8bbe\u5907\u7c7b\u578b\u3002<\/p>\n\n\n\n

02. \u5229\u7528\u8033\u673a\u63a2\u7d22\u8fdc\u7a0b\u5fc3\u810f\u542c\u8bca\u7684\u53ef\u884c\u6027\uff08MobiCom 2024\u6700\u4f73\u8bba\u6587\u5956\uff09<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3636534.3649366 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u8fdc\u7a0b\u89c6\u9891\u95ee\u8bca\u4e3a\u60a3\u8005\u63d0\u4f9b\u4e86\u5728\u5bb6\u4e2d\u5c31\u80fd\u4fbf\u5229\u63a5\u53d7\u4e13\u4e1a\u533b\u7597\u54a8\u8be2\u7684\u673a\u4f1a\u3002\u7136\u800c\uff0c\u73b0\u6709\u8fdc\u7a0b\u89c6\u9891\u95ee\u8bca\u7684\u4e00\u4e2a\u4e3b\u8981\u9650\u5236\u662f\u533b\u751f\u4f9d\u8d56\u542c\u8bca\u5668\u6765\u83b7\u53d6\u60a3\u8005\u5fc3\u810f\u7684\u4fe1\u606f\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u5408\u4f5c\u4f19\u4f34\u5171\u540c\u63d0\u51fa\u4e86\u540d\u4e3a Asclepius \u7684\u201c\u786c\u4ef6-\u8f6f\u4ef6\u201d\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9\u60a3\u8005\u7684\u666e\u901a\u8033\u673a\u53ef\u4ee5\u50cf\u542c\u8bca\u5668\u4e00\u6837\u8f85\u52a9\u533b\u751f\u5728\u89c6\u9891\u95ee\u8bca\u4e2d\u542c\u5230\u60a3\u8005\u91cd\u8981\u7684\u5fc3\u810f\u4fe1\u606f\uff08\u5373 PCG \u4fe1\u53f7\uff09\u3002<\/p>\n\n\n\n

\"Asclepius
\u56fe2\uff1aAsclepius \u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n

Asclepius \u89e3\u51b3\u65b9\u6848\u7684\u6838\u5fc3\u5728\u4e8e\u4e00\u4e2a\u4f4e\u6210\u672c\u7684\u63d2\u4ef6\u5916\u8bbe\u3002\u8be5\u5916\u8bbe\u80fd\u591f\u5c06\u8033\u673a\u7684\u626c\u58f0\u5668\u8f6c\u53d8\u4e3a\u9ea6\u514b\u98ce\uff0c\u4ece\u800c\u5728\u8033\u9053\u6355\u83b7\u60a3\u8005\u5fae\u5f31\u7684 PCG \u4fe1\u53f7\u3002\u8003\u8651\u5230 PCG \u4fe1\u53f7\u4ece\u5fc3\u810f\u4f20\u64ad\u5230\u8033\u9053\u7684\u8fc7\u7a0b\u4e2d\u4f1a\u906d\u53d7\u4e25\u91cd\u8870\u51cf\u548c\u591a\u5f84\u6548\u5e94\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5f00\u53d1\u4e86\u9ad8\u6548\u7684\u4fe1\u53f7\u5904\u7406\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u6d88\u9664\u539f\u59cb PCG \u63a5\u6536\u4e2d\u7684\u5e72\u6270\u4fe1\u53f7\uff0c\u5e76\u7ea0\u6b63\u4fe1\u53f7\u5e45\u5ea6\u548c\u9891\u7387\u7684\u5931\u771f\u3002\u8fd9\u4e00\u6280\u672f\u6d89\u53ca\u81ea\u52a8\u963b\u6297\u5339\u914d\u548c\u7535\u538b\u68c0\u6d4b\uff0c\u91c7\u7528\u6570\u5b57\u7535\u4f4d\u5668\u82af\u7247 MAX5402EUA\uff0c\u5176\u963b\u6297\u53ef\u4ee5\u901a\u8fc7 SPI \u63a7\u5236\u4fe1\u53f7\u7f16\u7a0b\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u8033\u673a\u548c\u914d\u5bf9\u8bbe\u5907\u4e4b\u95f4\u7684\u963b\u6297\u5339\u914d\u3002<\/p>\n\n\n\n

Asclepius \u5728\u4e00\u4e2a\u53cc\u5c42 PCB \u677f\u4e0a\u5b9e\u73b0\uff0c\u9075\u5faa IRB \u534f\u8bae\uff0c\u5e76\u670930\u540d\u5fd7\u613f\u8005\u5bf9\u5176\u6027\u80fd\u8fdb\u884c\u4e86\u6d4b\u8bd5\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cAsclepius \u80fd\u591f\u5229\u7528\u4e0d\u540c\u7c7b\u578b\u7684\u8033\u673a\u6062\u590d PCG \u4fe1\u53f7\u3002\u7cfb\u7edf\u5728\u4fe1\u53f7\u9884\u5904\u7406\u3001\u5206\u5272\u548c\u4e24\u9636\u6bb5\u4fe1\u53f7\u6062\u590d\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u5176\u4e2d\u7b2c\u4e00\u9636\u6bb5\u4f7f\u7528 UNet \u6a21\u578b\u67b6\u6784\u6062\u590d PCG \u9891\u8c31\u56fe\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5219\u901a\u8fc7 1D UNet \u6a21\u578b\u8fdb\u4e00\u6b65\u4f18\u5316\u65f6\u95f4\u57df\u6ce2\u5f62\uff0c\u4ee5\u51cf\u5c11\u76f8\u4f4d\u4e0d\u4e00\u81f4\u5e26\u6765\u7684\u566a\u58f0\u3002\u8be5\u5de5\u4f5c\u901a\u8fc7\u5c06\u666e\u901a\u8033\u673a\u8f6c\u53d8\u4e3a\u533b\u7597\u7ea7\u542c\u8bca\u5668\uff0c\u6709\u671b\u6539\u5584\u8fdc\u7a0b\u533b\u7597\u670d\u52a1\u7684\u8d28\u91cf\u548c\u6548\u7387\uff0c\u4e3a\u8fdc\u7a0b\u5fc3\u810f\u542c\u8bca\u9886\u57df\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n

03. FlexNN\uff1a\u4e3a\u5185\u5b58\u53d7\u9650\u8bbe\u5907\u63d0\u4f9b\u52a8\u6001\u5b58\u50a8\u7ba1\u7406\u7684DNN\u63a8\u7406\u6846\u67b6<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3636534.3649391 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u968f\u7740\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff08DNN\uff09\u5728\u4e2a\u4eba\u8ba1\u7b97\u8bbe\u5907\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u548c\u65e0\u4eba\u673a\u7b49\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u8fb9\u7f18\u8bbe\u5907\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u670d\u52a1\u843d\u5730\u7684\u5173\u952e\u8f7d\u4f53\u3002\u4f46\u5185\u5b58\u589e\u957f\u8fdc\u843d\u540e\u4e8e\u6a21\u578b\u89c4\u6a21\u6269\u5927\u7684\u9700\u6c42\uff0c\u52a0\u4e4b\u591a\u5e94\u7528\u73af\u5883\u4e2d\u7684\u5185\u5b58\u5171\u4eab\uff0c\u6a21\u578b\u5185\u5b58\u5f00\u9500\u5df2\u6210\u4e3a\u5176\u5728\u8bbe\u5907\u7aef\u90e8\u7f72\u7684\u91cd\u8981\u74f6\u9888\u3002\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7531\u4e8e\u65e0\u6cd5\u89e3\u51b3\u52a8\u6001\u5185\u5b58\u7ba1\u7406\u5bfc\u81f4\u7684\u788e\u7247\u5316\u548c\u5ef6\u8fdf\u95ee\u9898\uff0c\u901a\u5e38\u4f1a\u5c06\u6a21\u578b\u53c2\u6570\u6574\u4f53\u52a0\u8f7d\u81f3\u5185\u5b58\u5e76\u987a\u5e8f\u5b58\u653e\u3002\u800c\u968f\u7740\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u7684\u6301\u7eed\u6269\u5927\uff0c\u8fd9\u79cd\u65b9\u6cd5\u96be\u4ee5\u6ee1\u8db3\u5185\u5b58\u53d7\u9650\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n

\u4e3a\u7834\u89e3\u8fd9\u4e00\u96be\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u4e3a\u5b58\u50a8\u53d7\u9650\u8bbe\u5907\u63d0\u4f9b\u5b58\u50a8\u5c42\u7ea7\u52a8\u6001\u7ba1\u7406\u7684 DNN \u63a8\u7406\u6846\u67b6 FlexNN\u3002FlexNN \u5c06\u5b58\u50a8\u7ba1\u7406\u5f62\u5f0f\u5316\u4e3a\u4e00\u4e2a\u201c\u65f6\u95f4-\u7a7a\u95f4\u201d\u4e8c\u7ef4\u80cc\u5305\u95ee\u9898\uff0c\u5e76\u6253\u7834\u4e86\u4f20\u7edf\u5f20\u91cf\u7684\u8fb9\u754c\uff0c\u901a\u8fc7\u91c7\u7528\u201c\u5207\u7247-\u52a0\u8f7d-\u8ba1\u7b97\u201d\u7684\u7ec6\u7c92\u5ea6\u8054\u5408\u4f18\u5316\u7b56\u7565\uff0c\u53ef\u5b9e\u73b0\u78c1\u76d8\u6570\u636e\u52a0\u8f7d\u4e0e\u8ba1\u7b97\u4efb\u52a1\u7684\u5e76\u53d1\u6267\u884c\uff0c\u5927\u5e45\u964d\u4f4e\u63a8\u7406\u65f6\u7684\u5185\u5b58\u5f00\u9500\u3002<\/p>\n\n\n\n

\"\u5bf9\u6bd4\u4f20\u7edf\u65b9\u6cd5(a)(b)\uff0cFlexNN
\u56fe3\uff1a\u5bf9\u6bd4\u4f20\u7edf\u65b9\u6cd5(a)(b)\uff0cFlexNN (c) \u540c\u65f6\u51cf\u5c11\u5185\u5b58\u788e\u7247\u548c\u78c1\u76d8\u52a0\u8f7d\u7b49\u5f85\u65f6\u95f4\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u5185\u5b58\u9700\u6c42\u548c\u5ef6\u8fdf\u3002<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cFlexNN \u5728\u4e0d\u727a\u7272\u6a21\u578b\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u5185\u5b58\u6d88\u8017\u964d\u4f4e\u4e8693.81%\uff0c\u63a8\u7406\u5ef6\u8fdf\u4ec5\u589e\u52a03.64%\u3002\u5e76\u4e14\uff0c\u8be5\u65b9\u6cd5\u8fd8\u83b7\u5f97\u4e86\u6210\u679c\u8bc4\u4f30\u4e2d\u7ed3\u679c\u53ef\u590d\u73b0\u3001\u53ef\u91cd\u7528\u7b49\u56db\u4e2a\u5fbd\u7ae0\u3002<\/p>\n\n\n\n

FlexNN \u662f\u6e05\u534e\u5927\u5b66\u667a\u80fd\u4ea7\u4e1a\u7814\u7a76\u9662\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f02\u6784\u8ba1\u7b97\u56e2\u961f\u5408\u4f5c\u7684\u521b\u65b0\u6210\u679c\uff0c\u4e5f\u662f\u5f02\u6784\u8ba1\u7b97\u56e2\u961f\u5728\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bbe\u8ba1\u65b0\u578b\u865a\u62df\u5b58\u50a8\u7cfb\u7edf\u65b9\u5411\u7684\u53c8\u4e00\u91cd\u8981\u8fdb\u5c55\uff0c\u4ee3\u8868\u6027\u5de5\u4f5c\u8fd8\u5305\u62ec Pre-gated MoE \u548c Ripple\u3002<\/p>\n\n\n\n

Pre-gated MoE \u8bba\u6587\uff1ahttps:\/\/ieeexplore.ieee.org\/document\/10609634 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

Ripple \u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2410.19274 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

04. Gastag\uff1a\u4f7f\u7528\u57fa\u4e8e\u77f3\u58a8\u70ef\u6807\u7b7e\u7684\u6c14\u4f53\u611f\u6d4b\u65b0\u8303\u5f0f<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3636534.3649365 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9488\u5bf9\u7206\u70b8\u6027\u4ee5\u53ca\u6709\u6bd2\u6c14\u4f53\u7684\u4f20\u7edf\u6c14\u4f53\u68c0\u6d4b\u65b9\u6cd5\u5b58\u5728\u6210\u672c\u9ad8\u6602\u3001\u7ef4\u62a4\u590d\u6742\u7684\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u5408\u4f5c\u4f19\u4f34\u5171\u540c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u88ab\u52a8\u6807\u7b7e\u7684\u6c14\u4f53\u611f\u6d4b\u65b0\u65b9\u6cd5 Gastag\u3002Gastag \u7684\u6838\u5fc3\u662f\u5c06\u4e00\u5c0f\u7247\u6c14\u4f53\u654f\u611f\u6750\u6599\u5d4c\u5165\u5230\u4ef7\u683c\u4f4e\u5ec9\u7684 RFID \u6807\u7b7e\u4e2d\uff0c\u901a\u8fc7\u6c14\u4f53\u6d53\u5ea6\u53d8\u5316\u5f15\u8d77\u7684\u6750\u6599\u5bfc\u7535\u6027\u53d8\u5316\uff0c\u8fdb\u800c\u5f71\u54cd\u6807\u7b7e\u7684\u963b\u6297\u548c\u63a5\u6536\u4fe1\u53f7\uff0c\u5b9e\u73b0\u5728\u4e0d\u727a\u7272\u6807\u7b7e-\u8bfb\u5361\u5668\u5de5\u4f5c\u8ddd\u79bb\u7684\u524d\u63d0\u4e0b\u5bf9\u6c14\u4f53\u6d53\u5ea6\u7684\u7cbe\u786e\u6d4b\u91cf\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u63d0\u5347\u611f\u6d4b\u7075\u654f\u5ea6\u548c\u6c14\u4f53\u6d53\u5ea6\u7684\u68c0\u6d4b\u8303\u56f4\uff0c\u7814\u7a76\u56e2\u961f\u7cbe\u9009\u5e76\u5408\u6210\u4e86\u4e00\u79cd\u65b0\u578b\u9ad8\u7075\u654f\u5ea6\u3001\u9ad8\u6bd4\u8868\u9762\u79ef\u7684\u6750\u6599\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u589e\u5927\u611f\u77e5\u8ddd\u79bb\uff0c\u56e2\u961f\u5bf9\u6807\u7b7e\u5929\u7ebf\u8fdb\u884c\u4e86\u91cd\u65b0\u8bbe\u8ba1\uff0c\u4ece\u800c\u786e\u5b9a\u6c14\u4f53\u654f\u611f\u6750\u6599\u7684\u6700\u4f73\u4f4d\u7f6e\u4ee5\u5b9e\u73b0\u963b\u6297\u5339\u914d\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u9a8c\u8bc1\uff0cGastag \u5728\u4e0d\u540c\u73af\u5883\u3001\u4e0d\u540c\u6807\u7b7e\u671d\u5411\u4ee5\u53ca\u5b58\u5728\u5e72\u6270\u6761\u4ef6\u7684\u60c5\u51b5\u4e0b\uff0c\u5747\u80fd\u4fdd\u6301\u826f\u597d\u6027\u80fd\u3002\u800c\u4e14 Gastag \u5728\u591a\u79cd\u6c14\u4f53\u6d53\u5ea6\u6d4b\u91cf\u4e2d\u5747\u5c55\u73b0\u51fa\u4e86\u4f4e\u8bef\u5dee\u7387\uff0c\u4e14\u6210\u529f\u5c06\u611f\u77e5\u8ddd\u79bb\u6269\u5c55\u81f38.5\u7c73\uff0c\u4e3a\u5927\u89c4\u6a21\u90e8\u7f72\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/p>\n\n\n\n

\"RFID
\u56fe4\uff1aRFID \u8bfb\u5361\u5668\u548c\u6807\u7b7e\u7684\u5de5\u4f5c\u539f\u7406<\/figcaption><\/figure>\n\n\n\n

05. GPSense\uff1a\u5229\u7528\u65e0\u5904\u4e0d\u5728\u7684GPS\u4fe1\u53f7\u8fdb\u884c\u88ab\u52a8\u611f\u77e5<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3636534.3690674 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u968f\u7740\u65e0\u7ebf\u4f20\u611f\u6280\u672f\u7684\u53d1\u5c55\uff0cWi-Fi\u3001UWB \u548c\u58f0\u6ce2\u7b49\u65e0\u7ebf\u4fe1\u53f7\u5df2\u88ab\u7528\u4e8e\u591a\u79cd\u611f\u77e5\u4efb\u52a1\uff0c\u4f46\u8fd9\u4e9b\u7cfb\u7edf\u901a\u5e38\u9762\u4e34\u611f\u77e5\u8303\u56f4\u6709\u9650\u548c\u53ef\u80fd\u5e72\u6270\u65e0\u7ebf\u901a\u4fe1\u7684\u95ee\u9898\u3002\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u672c\u7814\u7a76\u5de5\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u65b9\u6cd5 GPSense \u7cfb\u7edf\uff0c\u5229\u7528\u65e0\u5904\u4e0d\u5728\u4e14\u5168\u5929\u5019\u5de5\u4f5c\u7684 GPS \u4fe1\u53f7\u8fdb\u884c\u65e0\u7ebf\u611f\u77e5\u3002<\/p>\n\n\n\n

GPSense \u7cfb\u7edf\u53ef\u901a\u8fc7\u5546\u4e1a GPS \u63a5\u6536\u6a21\u5757\u91c7\u96c6\u7684\u539f\u59cb\u6570\u636e\uff0c\u91cd\u5efa\u4fe1\u53f7\u7684\u5e45\u5ea6\u548c\u76f8\u4f4d\u4fe1\u606f\uff0c\u800c\u8fd9\u5bf9\u4e8e\u611f\u77e5\u4efb\u52a1\u81f3\u5173\u91cd\u8981\u3002\u7814\u7a76\u5458\u4eec\u8fd8\u5f00\u53d1\u4e86\u9002\u7528\u4e8e GPS \u4fe1\u53f7\u7279\u6027\u7684\u611f\u77e5\u6a21\u578b\uff0c\u5e76\u63d0\u51fa\u4e86\u5206\u5e03\u5f0f\u611f\u77e5\u7684\u6982\u5ff5\uff0c\u901a\u8fc7\u878d\u5408\u591a\u4e2a\u536b\u661f\u7684\u4fe1\u53f7\u6765\u589e\u5f3a\u611f\u77e5\u6027\u80fd\u3002<\/p>\n\n\n\n

\"\u57fa\u4e8e\u6765\u81ea\u536b\u661f\u4fe1\u53f7\u7684\u611f\u77e5\u7cfb\u7edf
\u56fe5\uff1a\u57fa\u4e8e\u6765\u81ea\u536b\u661f\u4fe1\u53f7\u7684\u611f\u77e5\u7cfb\u7edf GPSense<\/figcaption><\/figure>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u5728\u4e0d\u540c\u7684\u73af\u5883\u3001\u65f6\u95f4\u548c\u5929\u6c14\u6761\u4ef6\u4e0b\u5bf9 GPSense \u7cfb\u7edf\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u6d4b\u8bd5\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u5404\u79cd\u6761\u4ef6\u4e0b\u7684\u9c81\u68d2\u6027\u3002\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u6210\u529f\u5730\u5c06 GPS \u611f\u77e5\u6280\u672f\u6269\u5c55\u5230\u4e86\u5ba4\u5185\u73af\u5883\uff0c\u4ec5\u4f7f\u7528\u4e00\u4e2a\u4f4e\u6210\u672c\u7684 GPS \u4e2d\u7ee7\u5668\u5373\u53ef\u5b9e\u73b0\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u4e0d\u4ec5\u5c55\u793a\u4e86 GPSense \u7cfb\u7edf\u5728\u4eba\u4f53\u6d3b\u52a8\u611f\u77e5\u3001\u88ab\u52a8\u8f68\u8ff9\u8ddf\u8e2a\u548c\u547c\u5438\u76d1\u6d4b\u7b49\u65b9\u9762\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u4e5f\u8bc1\u660e\u4e86\u8be5\u7cfb\u7edf\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6709\u6548\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n

06. MSense\uff0c\u5728\u8fd0\u52a8\u5e72\u6270\u4e0b\u589e\u5f3a\u65e0\u7ebf\u4f20\u611f\u80fd\u529b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3636534.3649350 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5728\u65e0\u7ebf\u611f\u77e5\u9886\u57df\u6709\u4e00\u4e2a\u5f88\u5927\u7684\u9650\u5236\u662f\uff0c\u8bbe\u5907\u5728\u611f\u77e5\u8fc7\u7a0b\u4e2d\u5fc5\u987b\u4fdd\u6301\u9759\u6b62\u3002\u8fd9\u79cd\u9650\u5236\u6781\u5927\u5730\u7f29\u51cf\u4e86\u65e0\u7ebf\u4f20\u611f\u6280\u672f\u5728\u5b9e\u9645\u751f\u6d3b\u4e2d\u7684\u5e94\u7528\uff0c\u56e0\u4e3a\u73b0\u5b9e\u751f\u6d3b\u4e2d\u65e0\u7ebf\u8bbe\u5907\uff08\u5982\u624b\u673a\uff09\u4ee5\u53ca\u76ee\u6807\uff08\u5982\u4eba\uff09\u65f6\u5e38\u90fd\u4f1a\u5904\u4e8e\u8fd0\u52a8\u72b6\u6001\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u5408\u4f5c\u4f19\u4f34\u63d0\u51fa\u4e86\u4e00\u79cd\u5728\u8fd0\u52a8\u5e72\u6270\u4e0b\u589e\u5f3a\u65e0\u7ebf\u4f20\u611f\u80fd\u529b\u7684\u521b\u65b0\u89e3\u51b3\u65b9\u6848 MSense\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5efa\u7acb\u5305\u542b\u8bbe\u5907\u8fd0\u52a8\u548c\u5e72\u6270\u4f53\u8fd0\u52a8\u7684\u611f\u77e5\u6a21\u578b\uff0c\u501f\u52a9\u7eaf\u4fe1\u53f7\u5904\u7406\u6280\u672f\u63d0\u53d6\u8eab\u4f53\u548c\u8bbe\u5907\u8fd0\u52a8\u7684\u5f71\u54cd\uff0c\u5e76\u5c06\u5176\u4ece\u76ee\u6807\u4fe1\u53f7\u4e2d\u79fb\u9664\uff0c\u4ece\u800c\u5b9e\u73b0\u51c6\u786e\u7684\u76ee\u6807\u4f20\u611f\u3002<\/p>\n\n\n\n

MSense \u5229\u7528\u6beb\u7c73\u6ce2\u96f7\u8fbe\uff08mmWave radar\uff09\u6765\u5b9e\u73b0\u3002\u91c7\u7528\u6570\u5b57\u6ce2\u675f\u6210\u5f62\u6280\u672f\uff0c\u7cfb\u7edf\u53ef\u4ee5\u501f\u52a9\u591a\u4e2a\u5929\u7ebf\u63a5\u6536\u7684\u4fe1\u53f7\u589e\u5f3a\u6765\u81ea\u76ee\u6807\u533a\u57df\u7684\u53cd\u5c04\u4fe1\u53f7\u3002\u901a\u8fc7\u6bd4\u8f83\u4e0d\u540c\u8eab\u4f53\u533a\u57df\u7684\u53cd\u5c04\u4fe1\u53f7\uff0cMSense \u80fd\u591f\u6d88\u9664\u8eab\u4f53\u548c\u8bbe\u5907\u8fd0\u52a8\u7684\u5e72\u6270\uff0c\u63d0\u53d6\u51fa\u76ee\u6807\u8fd0\u52a8\u4fe1\u606f\u3002\u8be5\u65b9\u6848\u4e0d\u4f9d\u8d56\u4e8e\u76ee\u6807\u8fd0\u52a8\u7684\u5468\u671f\u6027\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u5468\u671f\u6027\u8fd0\u52a8\uff08\u547c\u5438\uff09\u548c\u975e\u5468\u671f\u6027\u8fd0\u52a8\uff08\u624b\u52bf\uff09\u7684\u611f\u77e5\u4efb\u52a1\u3002<\/p>\n\n\n\n

\"\u57fa\u4e8e\u6beb\u7c73\u6ce2\u96f7\u8fbe\u7684\u611f\u77e5\u793a\u4f8b\"
\u56fe6\uff1a\u57fa\u4e8e\u6beb\u7c73\u6ce2\u96f7\u8fbe\u7684\u611f\u77e5\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cMSense \u5728\u591a\u79cd\u5b9e\u9645\u5e94\u7528\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u5728\u8f66\u8f86\u4e2d\u8fdb\u884c\u7684\u9a7e\u9a76\u5458\u75b2\u52b3\u68c0\u6d4b\u5b9e\u9a8c\u4e2d\uff0cMSense \u663e\u8457\u63d0\u9ad8\u4e86\u7728\u773c\u3001\u6253\u54c8\u6b20\u548c\u70b9\u5934\u68c0\u6d4b\u7684\u51c6\u786e\u7387\uff0c\u5e76\u964d\u4f4e\u4e86\u8bef\u62a5\u7387\u3002\u5728\u8fd0\u52a8\u4e2d\u7684\u547c\u5438\u76d1\u6d4b\u5b9e\u9a8c\u4e2d\uff0cMSense \u80fd\u591f\u5728\u5bb6\u5ead\u548c\u5065\u8eab\u623f\u73af\u5883\u4e2d\u51c6\u786e\u4f30\u8ba1\u547c\u5438\u7387\uff0c\u5373\u4f7f\u5728\u8dd1\u6b65\u673a\u4e0a\u4ee5\u4e0d\u540c\u901f\u5ea6\u8dd1\u6b65\u65f6\u4e5f\u80fd\u76d1\u6d4b\u5230\u547c\u5438\u7387\u7684\u53d8\u5316\u3002\u6b64\u5916\uff0c\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u624b\u52bf\u8bc6\u522b\u5b9e\u9a8c\u4e2d\uff0cMSense \u8fd8\u5b9e\u73b0\u4e86\u8d85\u8fc793%\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002 MobiCom \u662f\u79fb\u52a8\u8ba1\u7b97\u548c\u65e0\u7ebf\u7f51\u7edc\u9886\u57df\u7684\u9876\u7ea7\u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 MobiCom 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u5185\u5bb9\u6db5\u76d6\u79fb\u52a8\u4efb\u52a1\u81ea\u52a8\u5316\u3001\u8fdc\u7a0b\u542c\u8bca\u3001DNN \u63a8\u7406\u3001\u6c14\u4f53\u611f\u6d4b\u3001\u88ab\u52a8\u611f\u77e5\u3001\u65e0\u7ebf\u4f20\u611f\u7b49\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. AutoDroid\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u667a\u80fd\u79fb\u52a8\u8bbe\u5907\u4efb\u52a1\u81ea\u52a8\u5316 02. \u5229\u7528\u8033\u673a\u63a2\u7d22\u8fdc\u7a0b\u5fc3\u810f\u542c\u8bca\u7684\u53ef\u884c\u6027\uff08MobiCom 2024\u6700\u4f73\u8bba\u6587\u5956\uff09 03. FlexNN\uff1a\u4e3a\u5185\u5b58\u53d7\u9650\u8bbe\u5907\u63d0\u4f9b\u52a8\u6001\u5b58\u50a8\u7ba1\u7406\u7684DNN\u63a8\u7406\u6846\u67b6 04. Gastag\uff1a\u4f7f\u7528\u57fa\u4e8e\u77f3\u58a8\u70ef\u6807\u7b7e\u7684\u6c14\u4f53\u611f\u6d4b\u65b0\u8303\u5f0f 05. GPSense\uff1a\u5229\u7528\u65e0\u5904\u4e0d\u5728\u7684GPS\u4fe1\u53f7\u8fdb\u884c\u88ab\u52a8\u611f\u77e5 06. MSense\uff0c\u5728\u8fd0\u52a8\u5e72\u6270\u4e0b\u589e\u5f3a\u65e0\u7ebf\u4f20\u611f\u80fd\u529b \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2308.15272 (opens in new tab) \u8fd1\u5e74\u6765\uff0c\u79fb\u52a8\u4efb\u52a1\u81ea\u52a8\u5316\u6280\u672f\u5907\u53d7\u5173\u6ce8\uff0c\u5176\u76ee\u6807\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5b9e\u73b0\u667a\u80fd\u79fb\u52a8\u8bbe\u5907\u81ea\u52a8\u5316\u64cd\u63a7\uff0c\u5728 AI PC\u3001\u667a\u80fd\u4e2a\u4eba\u52a9\u7406\u3001\u8f66\u8f7d\u4fe1\u606f\u5a31\u4e50\u7cfb\u7edf\u7b49\u9886\u57df\u62e5\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u4f46\u53d7\u9650\u4e8e\u6709\u9650\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u4ee5\u53ca\u5bf9\u4eba\u5de5\u5e72\u9884\u7684\u4e25\u91cd\u4f9d\u8d56\uff0c\u73b0\u6709\u81ea\u52a8\u5316\u65b9\u6848\u7684\u53ef\u6269\u5c55\u6027\u666e\u904d\u8f83\u5dee\uff0c\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u591a\u53d8\u7684\u7528\u6237\u9700\u6c42\u548c\u5e94\u7528\u573a\u666f\u3002 \u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u6e05\u534e\u5927\u5b66\u667a\u80fd\u4ea7\u4e1a\u7814\u7a76\u9662\u7684\u674e\u5143\u6625\u6559\u6388\u56e2\u961f\u5408\u4f5c\u63d0\u51fa\u4e86 AutoDroid\u3002AutoDroid \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u878d\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u901a\u7528\u5e38\u8bc6\u6027\u77e5\u8bc6\u4e0e\u7279\u5b9a\u5e94\u7528\u7684\u9886\u57df\u77e5\u8bc6\u3002\u4f20\u7edf\u7684\u4efb\u52a1\u81ea\u52a8\u5316\u65b9\u6cd5\uff0c\u65e0\u8bba\u662f\u57fa\u4e8e\u5f00\u53d1\u4eba\u5458\u9884\u8bbe\u89c4\u5219\uff0c\u8fd8\u662f\u57fa\u4e8e\u7528\u6237\u6f14\u793a\u6216\u673a\u5668\u5b66\u4e60\uff0c\u90fd\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\u53c2\u4e0e\uff0c\u4e14\u96be\u4ee5\u8986\u76d6\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\u3002AutoDroid 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