{"id":1744,"date":"2024-11-15T16:56:21","date_gmt":"2024-11-15T08:56:21","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1744"},"modified":"2024-11-15T16:56:21","modified_gmt":"2024-11-15T08:56:21","slug":"202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-diffusion-based-reinforcement-learning-for-edge-enabled-ai-generated-content-services","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-diffusion-based-reinforcement-learning-for-edge-enabled-ai-generated-content-services\/","title":{"rendered":"202411 \u8bba\u6587\u7814\u8bfb-Diffusion-Based Reinforcement Learning for Edge-Enabled AI-Generated Content Services"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aHongyang Du, Zonghang Li, Dusit Niyato<br>\u6765\u6e90\uff1aIEEE<br>\u53d1\u8868\u65e5\u671f\uff1a19 January 2024<\/p>\n\n\n\n<h2 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\u03c0\u03b8\uff08\u00b7\uff09\uff09\u89c6\u4e3a\u4e00\u4e2a\u964d\u566a\u5668\uff0c\u5b83\u4ece\u9ad8\u65af\u566a\u58f0\u5f00\u59cb\uff0c\u6839\u636e\u73af\u5883\u6761\u4ef6\uff08\u5373 s\uff09\u6062\u590d\u6700\u4f18\u51b3\u7b56\u89e3\uff0c\u5373 x0\u3002\u4e0b\u56fe\u63d0\u4f9b\u4e86\u6269\u6563\u8fc7\u7a0b\u7684\u56fe\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-89-1024x454.png\" alt=\"\" class=\"wp-image-1763\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-89-1024x454.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-89-300x133.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-89-768x340.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-89.png 1331w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2.\u6982\u7387\u566a\u58f0\u7684\u6b63\u5411\u8fc7\u7a0b<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u51b3\u7b56\u65b9\u6848\u8f93\u51fa x0 = \u03c0\u03b8\uff08s\uff09 \u223c R|A|\u662f\u5728\u89c2\u5bdf\u5230\u7684\u73af\u5883\u72b6\u6001 S \u4e0b\u9009\u62e9\u7684\u6bcf\u4e2a\u51b3\u7b56\u7684\u6982\u7387\u5206\u5e03\uff0c\u4f5c\u8005\u5c06\u524d\u8fdb\u8fc7\u7a0b\u4e2d\u6b65\u9aa4 t \u5206\u5e03\u7684\u79bb\u6563\u5411\u91cf\u8868\u793a\u4e3a xt\uff0c\u5b83\u4e0e x0 \u5177\u6709\u76f8\u540c\u7684\u7ef4\u5ea6\u3002\u7ed9\u5b9a\u76ee\u6807\u6982\u7387\u5206\u5e03 x0\uff0c\u6b63\u5411\u8fc7\u7a0b\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u6dfb\u52a0\u4e00\u7cfb\u5217\u9ad8\u65af\u566a\u58f0\u4ee5\u83b7\u5f97 x1\uff0cx2,\u2026,xT.\u4ece xt\u22121 \u5230 xt \u7684\u8fc7\u6e21\u5b9a\u4e49\u4e3a\u5747\u503c\u221a 1 \u2212\u03b2txt\u22121 \u4e14\u65b9\u5dee \u03b2tI \u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"393\" height=\"69\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-91.png\" alt=\"\" class=\"wp-image-1765\" style=\"width:308px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-91.png 393w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-91-300x53.png 300w\" sizes=\"auto, (max-width: 393px) 100vw, 393px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d t =1,\u2026,T\uff0c \u03b2t =1\u2212e\u2212\u03b2min T \u22122t\u22121 \uff086\uff09 2T2 \uff08\u03b2max\u2212\u03b2min\uff09 \u8868\u793a\u7531\u53d8\u5206\u540e\u9a8c \uff08VP\uff09 \u8c03\u5ea6\u7a0b\u5e8f\u63a7\u5236\u7684\u6b63\u5411\u8fc7\u7a0b\u65b9\u5dee\u3002\u7531\u4e8e xt \u5728\u4e0a\u4e00\u6b65\u4ec5\u4f9d\u8d56\u4e8e xt\u22121\uff0c\u56e0\u6b64\u524d\u5411\u8fc7\u7a0b\u53ef\u4ee5\u88ab\u89c6\u4e3a\u9a6c\u5c14\u53ef\u592b\u8fc7\u7a0b\uff0c\u7ed9\u5b9a x0 \u7684\u5206\u5e03 xT \u53ef\u4ee5\u5f62\u6210\u4e3a\u8dc3\u8fc1 q\uff08xt|xt\u22121\uff09 \u5728\u53bb\u566a\u6b65\u9aa4\u4e0a\u7684\u4e58\u79ef\uff0c\u5373<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"256\" height=\"74\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-92.png\" alt=\"\" class=\"wp-image-1766\" style=\"width:242px;height:auto\"\/><\/figure>\n\n\n\n<p>forwardprocess\u5b9e\u9645\u4e0a\u5e76\u672a\u6267\u884c\uff0c\u4f46\u5b83\u5c06 x0 \u548c\u4efb\u4f55 xt \u4e4b\u95f4\u7684\u6570\u5b66\u5173\u7cfb\u5efa\u7acb\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"249\" height=\"54\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-93.png\" alt=\"\" class=\"wp-image-1767\" style=\"width:243px;height:auto\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d\u03b1t =1\u2212\u03b2t\uff0c\u0304 \u03b1t = t k=1\u03b1k \u662f \u03b1k \u5728\u524d\u4e00\u4e2a\u53bb\u566a\u6b65\u9aa4 k \uff08\u2200k \u2264 t\uff09 \u4e0a\u7684\u7d2f\u79ef\u79ef\uff0c\u223cN\uff080\uff0cI\uff09 \u662f\u6807\u51c6\u6b63\u5e38\u566a\u58f0\u3002\u968f\u7740 t \u7684\u589e\u52a0\uff0cxT \u53d8\u4e3a\u7eaf\u566a\u58f0\uff0c\u5448\u6b63\u6001\u5206\u5e03\u4e3a N\uff080\uff0cI\uff09\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\u65e0\u7ebf\u7f51\u7edc\u4e2d\u7684\u4f18\u5316\u95ee\u9898\u901a\u5e38\u7f3a\u5c11\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u5728 AGOD \u4e2d\u4e0d\u6267\u884c\u6b63\u5411\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>3.\u6982\u7387\u63a8\u65ad\u7684\u53cd\u5411\u8fc7\u7a0b<\/p>\n\n\n\n<p>\u53cd\u5411\u8fc7\u7a0b\u4e5f\u79f0\u4e3a\u91c7\u6837\u8fc7\u7a0b\uff0c\u65e8\u5728\u901a\u8fc7\u53bb\u9664\u566a\u58f0\u6837\u672c xT \u223cN\uff080\uff0cI\uff09 \u6765\u63a8\u65ad\u76ee\u6807 x0\u3002\u5728AGOD \u7b97\u6cd5\u4e2d\uff0c\u76ee\u7684\u662f\u4ece\u566a\u58f0\u6837\u672c\u4e2d\u63a8\u65ad\u51fa\u6700\u4f18\u51b3\u7b56\u65b9\u6848\u3002\u4ece xt \u5230 xt\u22121 \u7684\u8dc3\u8fc1\u5b9a\u4e49\u4e3a p\uff08xt\u22121|xt\uff09\uff0c\u4e0d\u80fd\u76f4\u63a5\u8ba1\u7b97\u3002\u4f46\u662f\uff0c\u5b83\u9075\u5faa\u7531\u4e0b\u5f0f\u7ed9\u51fa\u7684\u9ad8\u65af\u5206\u5e03<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"388\" height=\"55\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-95.png\" alt=\"\" class=\"wp-image-1770\" style=\"width:330px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-95.png 388w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-95-300x43.png 300w\" sizes=\"auto, (max-width: 388px) 100vw, 388px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c\u5e73\u5747\u503c \u03bc\u03b8 \u53ef\u4ee5\u901a\u8fc7\u6df1\u5ea6\u6a21\u578b\u5b66\u4e60\uff0c\u5e76\u4e14 \u0303 \u03b2t = 1\u2212 \u0304 \u03b1t\u22121 1\u2212 \u0304 \u03b1t \u03b2t \u662f\u53ef\u4ee5\u8f7b\u677e\u8ba1\u7b97\u7684\u786e\u5b9a\u6027\u65b9\u5dee\u5e45\u5ea6\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5e94\u7528\u8d1d\u53f6\u65af\u516c\u5f0f\uff0c\u6211\u4eec\u5c06\u53cd\u5411\u8fc7\u7a0b\u7684\u8ba1\u7b97\u8f6c\u6362\u4e3a\u6b63\u5411\u8fc7\u7a0b\u7684\u8ba1\u7b97\uff0c\u5e76\u5c06\u5176\u91cd\u65b0\u683c\u5f0f\u5316\u4e3a\u9ad8\u65af\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u7684\u5f62\u5f0f\u3002\u7136\u540e\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\u5e73\u5747\u503c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"430\" height=\"61\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-97.png\" alt=\"\" class=\"wp-image-1772\" style=\"width:357px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-97.png 430w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-97-300x43.png 300w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><\/figure>\n\n\n\n<p>AGOD \u7b97\u6cd5\u4ee5\u63a2\u7d22\u6027\u7684\u65b9\u5f0f\u5b66\u4e60\uff0c\u53bb\u566a\u7f51\u7edc\u7684\u8bad\u7ec3\u76ee\u6807\u4ece\u6700\u5c0f\u5316\u6807\u8bb0\u6570\u636e\u7684\u8bef\u5dee\u8f6c\u53d8\u4e3a\u6700\u5927\u5316\u51b3\u7b56\u65b9\u6848\u7684\u4ef7\u503c\uff0c\u5373\u80fd\u591f\u6700\u5927\u5316\u4f18\u5316\u76ee\u6807\u3002\u63d0\u51fa\u7684\u4e00\u79cd\u53ef\u80fd\u7684\u65b9\u6cd5\u662f\u6784\u5efa\u4e00\u4e2a\u51b3\u7b56\u4ef7\u503c\u7f51\u7edc\uff0c\u5176\u8f93\u51fa\u8bc4\u4f30\u51b3\u7b56\u65b9\u6848\u4ea7\u751f\u7684\u6548\u7528\uff0c\u5373\u6700\u4f18\u51b3\u7b56\u751f\u6210\u7f51\u7edc\u7684\u8f93\u51fa\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u8054\u5408\u8bad\u7ec3\u8fd9\u4e24\u4e2a\u7f51\u7edc\u3002\u7136\u800c\u8fd9\u79cd\u65b9\u6cd5\u662f\u9488\u5bf9\u51b3\u7b56\u503c\u662f\u8fde\u7eed\u6570\u503c\u7684\u60c5\u51b5\u3002\u5229\u7528AGOD\u7b97\u6cd5\u7684\u9002\u5e94\u6027\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u5c06 AGOD\u7b97\u6cd5\u96c6\u6210\u5230\u5148\u8fdb\u7684DRL \u7b97\u6cd5\u4e2d\uff0c\u7279\u522b\u662f\u5728SAC \u6846\u67b6\u5185\u6765\u63d0\u9ad8\u4f18\u5316\u6f5c\u529b\u3002SAC \u7684\u6548\u7387\u548c\u7a33\u5b9a\u7684\u653f\u7b56\u5b66\u4e60\u4e0e AGOD \u7684\u751f\u6210\u4f18\u52bf\u76f8\u8f85\u76f8\u6210\u3002\u8fd9\u79cd\u96c6\u6210\u901a\u8fc7 AGOD \u7684\u63a2\u7d22\u548c\u5b66\u4e60\u80fd\u529b\u4e30\u5bcc\u4e86 SAC \u6a21\u578b\uff0c\u4ece\u800c\u5c06 D2SAC \u5f00\u53d1\u4e3a\u57fa\u4e8e\u6269\u6563\u7684 DRL \u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>4.\u57fa\u4e8e\u6269\u6563\u7684\u5f3a\u5316\u5b66\u4e60<\/p>\n\n\n\n<p>\u4e0b\u9762\u4f5c\u8005\u5bf9 ASP \u9009\u62e9\u95ee\u9898\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u901a\u8fc7\u5728\u884c\u52a8\u7b56\u7565\u4e2d\u5e94\u7528 AGOD \u6765\u5c55\u793a\u4e86\u521b\u65b0\u7684\u6df1\u5ea6\u6269\u6563\u5f3a\u5316\u5b66\u4e60<strong>\u7b97\u6cd5D2SAC<\/strong>\uff0c\u4e0b\u56fe\u4e3a\u5bf9\u5e94\u7684\u7b97\u6cd5\u7ed3\u6784\u90e8\u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"954\" height=\"618\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-114.png\" alt=\"\" class=\"wp-image-1799\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-114.png 954w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-114-300x194.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-114-768x498.png 768w\" sizes=\"auto, (max-width: 954px) 100vw, 954px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u5b9e\u9a8c\u548c\u6570\u636e\u5206\u6790<\/strong><\/h2>\n\n\n\n<p>\u4f5c\u8005\u5168\u9762\u8bc4\u4f30\u4e86\u57fa\u4e8e AGOD \u7684 D2SAC \u7b97\u6cd5\uff0c\u5e76\u5c55\u793a\u4e86\u4e0e\u73b0\u6709\u65b9\u6cd5\u76f8\u6bd4\u5176\u4f18\u8d8a\u7684\u6027\u80fd\u3002\u6211\u4eec\u7684\u5206\u6790\u8fd8\u4e3a\u5728\u79bb\u6563\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u4f7f\u7528\u57fa\u4e8e\u6269\u6563\u7684 DRL \u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u3002<\/p>\n\n\n\n<p>1.\u5b9e\u9a8c\u5e73\u53f0<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u662f\u4f7f\u7528\u5177\u6709 24 GB \u5185\u5b58\u7684 NVIDIA GeForce RTX 3090 GPU \u548c\u5177\u6709 128 GB RAM \u7684 AMD Ryzen 9 5950X 16 \u6838\u5904\u7406\u5668\u8fdb\u884c\u7684\u3002\u8be5\u5de5\u4f5c\u7ad9\u8fd0\u884c Ubuntu 16.04 LTS \u64cd\u4f5c\u7cfb\u7edf\uff0c\u5e76\u4f7f\u7528 PyTorch 1.13 \u4ee5\u53ca CUDAtoolkit 11.6 \u548c cuDNN 8.0\u3002\u4f5c\u8005\u5c06\u8f6f\u4ef6\u73af\u5883\u548c\u4f9d\u8d56\u9879\u6253\u5305\u5230 Docker \u955c\u50cf\u4e2d\uff0c\u4ee5\u786e\u4fdd\u53ef\u91cd\u73b0\u6027\u3002<\/p>\n\n\n\n<p>2.\u6a21\u578b\u8bbe\u8ba1<\/p>\n\n\n\n<p>D2SAC \u91c7\u7528\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684 AGOD \u4f5c\u4e3a\u53c2\u4e0e\u8005\u7f51\u7edc\u7684\u6838\u5fc3\uff0c\u5e76\u4f7f\u7528\u4e24\u4e2a\u5177\u6709\u76f8\u540c\u7ed3\u6784\u7684\u6279\u8bc4\u7f51\u7edc\u6765\u7f13\u89e3\u9ad8\u4f30\u95ee\u9898\u3002\u4e0b\u8868\u663e\u793a\u4e86 actor \u548c critic \u7f51\u7edc\u7684\u8be6\u7ec6\u914d\u7f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"952\" height=\"690\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-122.png\" alt=\"\" class=\"wp-image-1807\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-122.png 952w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-122-300x217.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-122-768x557.png 768w\" sizes=\"auto, (max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<p>\u5c3d\u7ba1\u4e0e SAC 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