{"id":10158,"date":"2026-08-28T11:15:42","date_gmt":"2026-08-28T03:15:42","guid":{"rendered":"https:\/\/quantum.ntu.edu.tw\/?p=10158"},"modified":"2026-08-28T11:16:42","modified_gmt":"2026-08-28T03:16:42","slug":"%e8%87%ba%e5%a4%a7-ibm-%e9%87%8f%e5%ad%90%e9%9b%bb%e8%85%a6%e4%b8%ad%e5%bf%83%e8%88%89%e8%be%a62026%e9%87%8f%e5%ad%90%e8%a8%88%e7%ae%97hackathon%e6%b4%bb%e5%8b%95%e5%9c%93%e6%bb%bf%e8%90%bd%e5%b9%95","status":"publish","type":"post","link":"https:\/\/quantum.ntu.edu.tw\/?p=10158","title":{"rendered":"\u81fa\u5927 IBM \u91cf\u5b50\u96fb\u8166\u4e2d\u5fc3\u8209\u8fa62026\u91cf\u5b50\u8a08\u7b97Hackathon\u6d3b\u52d5\u5713\u6eff\u843d\u5e55"},"content":{"rendered":"\n<p>\u300c\u81fa\u7063\u5927\u5b78-IBM\u91cf\u5b50\u96fb\u8166\u4e2d\u5fc3\u300d\u81ea2019\u5e741\u6708\u7531\u79d1\u6280\u90e8\uff08\u73fe\u70ba\u570b\u79d1\u6703\uff09\u88dc\u52a9\u6210\u7acb\u81f3\u4eca\uff0c\u6301\u7e8c\u63d0\u4f9b\u81fa\u7063\u5b78\u8853\u7814\u767c\u8207\u8de8\u9818\u57df\u4ea4\u6d41\u7684\u91cf\u5b50\u96fb\u8166\u4f7f\u7528\u5e73\u53f0\uff0c\u4e26\u80a9\u8ca0\u63a8\u5ee3\u570b\u5167\u91cf\u5b50\u8a08\u7b97\u8207\u6559\u80b2\u7684\u91cd\u8981\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u81ea2020\u5e74\u65bc\u81fa\u5927\u6eaa\u982d\u6559\u80b2\u4e2d\u5fc3\u8209\u8fa6\u9996\u5c46\u91cf\u5b50\u8a08\u7b97Hackathon\u4ee5\u4f86\uff0c\u6d3b\u52d5\u6b77\u7d93\u75ab\u60c5\u505c\u8fa6\uff082021\uff09\uff0c\u4e26\u65bc2022\u30012023\u30012024\u30012025\u5e74\u9023\u7e8c\u5728\u53f0\u5317\u4e09\u5275\u751f\u6d3b\u5712\u534011\u6a13\u8209\u8fa6\u30022026\u5e748\u670812\u65e5\u81f38\u670814\u65e5\uff0c\u300cIBM\u91cf\u5b50\u7cfb\u7d71\u4f7f\u7528\u8005\u5927\u6703\u300d\u8207\u70ba\u671f\u4e09\u5929\u7684\u300c2026\u91cf\u5b50\u8a08\u7b97Hackathon\u300d\u518d\u5ea6\u767b\u5834\uff0c\u672c\u6b21\u5730\u9ede\u9078\u5728\u570b\u7acb\u81fa\u7063\u5927\u5b78\u7269\u7406\u5b78\u7cfb\u66a8\u51dd\u614b\u79d1\u5b78\u7814\u7a76\u4e2d\u5fc31\u6a13\u8209\u884c\u3002\u6d3b\u52d5\u7db2\u5740\u70ba\uff1ahttps:\/\/quantum.ntu.edu.tw\/<\/p>\n\n\n\n<p>\u4eca\u5e74\u7684Hackathon\u81ea\u958b\u653e\u5831\u540d\u5373\u5438\u5f15\u8d85\u904e80\u4f4d\u5b78\u54e1\u767b\u8a18\uff0c\u5176\u4e2d\u591a\u6578\u5177\u5099\u4f7f\u7528IBMQ\u7684\u7d93\u9a57\uff0c\u5c55\u73fe\u8fd1\u5e74\u91cf\u5b50\u8a08\u7b97\u63a8\u5ee3\u7684\u986f\u8457\u6210\u6548\u3002\u9664\u4e86\u81fa\u7063\u5b78\u54e1\u5916\uff0c\u672c\u6b21\u6d3b\u52d5\u6301\u7e8c\u9080\u8acb\u570b\u969b\u5408\u4f5c\u5925\u4f34\uff0c\u5305\u62ec\u65e5\u672c\u6176\u61c9\u7fa9\u587e\u5927\u5b78\uff08Keio University\uff09\u3001\u97d3\u570b\u5ef6\u4e16\u5927\u5b78\uff08Yonsei University\uff09\u3001\u4ee5\u53ca\u6377\u514b\u5e03\u62c9\u683c\u6377\u514b\u6280\u8853\u5927\u5b78\uff08Czech Technical University in Prague\uff09\uff0c\u5404\u6821\u6d3e\u51fa1\u81f36\u4f4d\u5b78\u751f\u5171\u540c\u53c3\u8cfd\uff0c\u4f7f\u6bd4\u8cfd\u66f4\u5177\u570b\u969b\u5316\u3001\u591a\u5143\u6027\u8207\u6311\u6230\u6027\u3002<\/p>\n\n\n\n<p>\u6d3b\u52d5\u958b\u5e55\u7279\u5225\u9080\u8acb\u570b\u79d1\u6703\u81ea\u7136\u79d1\u5b78\u53ca\u6c38\u7e8c\u7814\u7a76\u767c\u5c55\u8655\u674e\u5f18\u6587\u8655\u9577\u8207\u570b\u79d1\u6703\u91cf\u5b50\u7cfb\u7d71\u63a8\u52d5\u5c0f\u7d44\u57f7\u884c\u9577\u5f35\u6587\u8c6a\u6559\u6388 \u81f4\u8a5e\uff0c\u4e26\u7531 IBM Quantum \u7684 Takeshi Watanabe \u5148\u751f\u5e36\u4f86\u5c08\u984c\u6f14\u8b1b\uff0c\u5206\u4eab\u6700\u65b0\u7684\u91cf\u5b50\u8a08\u7b97\u767c\u5c55\u8da8\u52e2\u3002\u70ba\u4e86\u63d0\u5347\u6311\u6230\u6027\u8207\u8da3\u5473\u6027\uff0c\u672c\u5c46Hackathon\u4f9d\u820a\u63a1\u53d6\u73fe\u5834\u516c\u5e03\u7af6\u8cfd\u984c\u76ee\u7684\u65b9\u5f0f\uff0c\u4e26\u65bc\u6d3b\u52d5\u7576\u5834\u9032\u884c\u968a\u4f0d\u5206\u7d44\u3002\u53c3\u8cfd\u8005\u9808\u8a2d\u8a08\u91cf\u5b50\u7a0b\u5f0f\u4e26\u900f\u904eQiskit\u7372\u5f97\u6709\u6548\u89e3\u7b54\uff0c\u6700\u5f8c\u4ee5\u82f1\u6587\u9032\u884c\u7c21\u5831\uff0c\u63a5\u53d7\u6240\u6709\u8207\u6703\u8005\u53ca\u8a55\u5be9\u7684\u5171\u540c\u6aa2\u8996\u3002\u8a55\u4f30\u6a19\u6e96\u5305\u62ec\uff1a\u539f\u5275\u6027\u548c\u7368\u7279\u6027\u3001\u5be6\u7528\u6027\u548c\u8907\u96dc\u6027\u3001\u5c0d\u91cf\u5b50\u793e\u7fa4\u7684\u6f5b\u5728\u76ca\u8655\u4ee5\u53ca\u7c21\u5831\u5167\u5bb9\u548c\u5718\u968a\u5354\u4f5c\u7b49\uff0c\u6700\u7d42\u5c07\u7531\u8a55\u5be9\u9078\u51fa\u512a\u52dd\u5718\u968a\uff0c\u70ba2026\u5e74Hackathon\u756b\u4e0b\u7cbe\u5f69\u53e5\u9ede\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-1-1024x768.jpg\" alt=\"\" class=\"wp-image-10160\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-1-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-1-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-1-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-1.jpg 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-2-1024x768.jpg\" alt=\"\" class=\"wp-image-10161\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-2-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-2-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-2-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-2.jpg 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u672c\u6b21\u6d3b\u52d5\u4e3b\u8981\u7531\u570b\u79d1\u6703\u88dc\u52a9\u8fa6\u7406\uff0c\u4e26\u7372\u5f97 IBM Quantum \u5354\u52a9\uff0c\u6d3e\u9063\u6559\u7df4\u65bc\u73fe\u5834\u6307\u5c0e\u5b78\u54e1\u3002\u5354\u8fa6\u55ae\u4f4d\u5305\u542b\u570b\u7acb\u81fa\u7063\u5927\u5b78\u91cf\u5b50\u79d1\u5b78\u8207\u5de5\u7a0b\u7814\u7a76\u4e2d\u5fc3\u3001\u570b\u7acb\u81fa\u7063\u5927\u5b78\u5c16\u7aef\u751f\u91ab\u8a08\u7b97\u53ca\u5f71\u50cf\u7814\u7a76\u4e2d\u5fc3\u3001\u570b\u5bb6\u7406\u8ad6\u79d1\u5b78\u7814\u7a76\u4e2d\u5fc3\u7269\u7406\u7d44\u3001\u53f0\u7063\u91cf\u5b50\u96fb\u8166\u66a8\u8cc7\u8a0a\u79d1\u6280\u5354\u6703\u3001\u4e2d\u539f\u5927\u5b78\u91cf\u5b50\u8cc7\u8a0a\u4e2d\u5fc3\u7b49\u3002\u570b\u5167\u4f01\u696d\u4e5f\u6301\u7e8c\u7a4d\u6975\u6295\u5165\uff0c\u4e0d\u50c5\u6d3e\u9063\u54e1\u5de5\u5354\u52a9\u7af6\u8cfd\uff0c\u66f4\u63d0\u4f9b\u7279\u5225\u734e\u734e\u9805\u652f\u6301\u3002\u4eca\u5e74\u9664 \u570b\u79d1\u6703\u8d0a\u52a9\u7684\u8a55\u5be9\u5927\u734e \u8207 \u81fa\u5927IBM\u91cf\u5b50\u96fb\u8166\u4e2d\u5fc3\u734e \u5916\uff0c\u53e6\u8a2d\u6709 \u9d3b\u6d77\u3001\u53f0\u5851\u3001\u7def\u5275\u3001\u662f\u5fb7\u61c9\u7528\u79d1\u6280\u7b49\u4f01\u696d\u7279\u5225\u734e\u734e\u9805\u3002<\/p>\n\n\n\n<p>\u57f9\u990a\u5177\u5099\u8de8\u9818\u57df\u5be6\u52d9\u7d93\u9a57\u7684\u4eba\u624d\uff0c\u4ee5\u53ca\u5efa\u69cb\u767c\u5c55\u5fc5\u8981\u7684\u91cf\u5b50\u61c9\u7528\u7a0b\u5f0f\uff0c\u5c07\u662f\u81fa\u7063\u91cf\u5b50\u79d1\u6280\u6301\u7e8c\u767c\u5c55\u7684\u91cd\u8981\u57fa\u77f3\u3002\u800c\u63a8\u5ee3\u91cf\u5b50\u8a08\u7b97\u6559\u80b2\u8207\u666e\u53ca\u5b78\u7fd2\uff0c\u66f4\u662f\u9a45\u52d5\u570b\u5bb6\u91cf\u5b50\u7522\u696d\u9081\u5411\u65b0\u9ad8\u5ea6\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3-1024x768.jpg\" alt=\"\" class=\"wp-image-10162\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3-1536x1152.jpg 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-3.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u4ee5\u4e0b\u662f\u5404\u7372\u734e\u968a\u4f0d\u63d0\u4ea4\u7684\u6bd4\u8cfd\u5831\u544a\u6458\u8981\u6982\u8ff0\uff1a<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e00\u7d44\u958b\u767c\u4e86\u4e00\u5957\u4ee5 \u8b8a\u5206\u91cf\u5b50\u96fb\u8def (Variational Quantum Circuit, VQC)\u00a0 \u70ba\u6838\u5fc3\u7684\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u6846\u67b6\uff0c\u4e26\u7d50\u5408 Double DQN\u3001\u7d93\u9a57\u56de\u653e\u3001\u03b5-greedy\u63a2\u7d22\u3001\u734e\u52f5\u5851\u5f62\u82073-step returns \u61c9\u7528\u65bc CartPole-v1 \u63a7\u5236\u4efb\u52d9\u3002\u5176\u91cf\u5b50\u6a21\u578b\u63a1\u7528\u4e94\u5c64 \u8cc7\u6599\u91cd\u4e0a\u50b3 (data re-uploading)\u7684\u8b8a\u5206\u91cf\u5b50\u96fb\u8def\uff0c\u50c5\u970070\u500b\u53ef\u8a13\u7df4\u53c3\u6578\uff0c\u660e\u986f\u5c11\u65bc\u6a19\u6e96\u7d93\u5178 \u591a\u5c64\u611f\u77e5\u5668 (MLP) \u6a21\u578b\u76841282\u500b\u53c3\u6578\u3002\u5718\u968a\u8ca2\u737b\u5305\u62ec\u5728IBM_Marrakesh\u771f\u5be6\u91cf\u5b50\u786c\u9ad4\u4e0a\u9032\u884c\u6e2c\u8a66\uff0c\u4e26\u4ee510<sup>\u22127<\/sup>\u7cbe\u5ea6\u9a57\u8b49\u5feb\u901f\u91cf\u5b50\u57f7\u884c\u5668\uff0c\u4ee5\u53ca\u958b\u653e\u5b8c\u6574\u7a0b\u5f0f\u78bc\u8207\u6559\u5b78\u8cc7\u6e90\uff0c\u7372\u5f97\u3010<a>\u4f01\u696d\u7279\u5225\u734e<\/a> (Enterprise Special Prize)\u3011\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4-1024x768.jpg\" alt=\"\" class=\"wp-image-10163\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4-1536x1152.jpg 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-4.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7b2c\u5341\u4e00\u7d44\u63a2\u8a0e\u5982\u4f55\u5229\u7528\u57fa\u65bc\u6a23\u672c\u7684\u91cf\u5b50\u5c0d\u89d2\u5316 (Sample-Based Quantum Diagonalization, SQD) \uff0c\u6a21\u64ec\u4ee5\u8b8a\u5206\u91cf\u5b50\u6f14\u7b97\u6cd5 (Variational Quantum Algorithm, VQA) \u70ba\u96fb\u8def\u57fa\u790e\u7684\u8cbb\u7c73\u2013\u8d6b\u5df4\u5fb7\u6a21\u578b\uff0c\u5f9e\u57fa\u614b\u4f30\u7b97\u5ef6\u4f38\u81f3\u5c40\u57df\u96fb\u5b50\u79fb\u9664\u97ff\u61c9\u3002\u5718\u968a\u4ee5 6-site\u9031\u671f\u6027\u8d6b\u5df4\u5fb7\u74b0\u70ba\u7814\u7a76\u7cfb\u7d71\uff0c\u5be6\u4f5c VQA-SQD \u5de5\u4f5c\u6d41\u7a0b\u5728 IBM Quantum \u786c\u9ad4\u4e0a\u7684\u932f\u8aa4\u6291\u5236\u6280\u8853\u3002\u6307\u51faSQD\u80fd\u6539\u5584\u57fa\u614b\u80fd\u91cf\u7684\u4f30\u7b97\uff0c\u4e26\u91cd\u73fe\u96fb\u5b50\u79fb\u9664\u5149\u8b5c\u7684\u7279\u5fb5\uff0c\u5c24\u5728\u5c40\u57df\u5316\u7cfb\u7d71\u4e2d\u8868\u73fe\u826f\u597d\u3002\u5718\u968a\u4e5f\u5229\u7528\u8f14\u52a9\u91cf\u5b50\u4f4d\u5143\u8207\u5f8c\u9078\u64c7\u5be6\u4f5c\u975e\u4e48\u6b63\u7684\u96fb\u5b50\u79fb\u9664\u64cd\u4f5c\uff0c\u767c\u73fe\u5176\u7d50\u679c\u8207\u76f4\u63a5\u7684SQD\u8a08\u7b97\u5177\u6709\u826f\u597d\u7684\u4e00\u81f4\u6027\uff0c\u85c9\u6b64\u7a81\u986fSQD\u7684\u6f5b\u529b\u8207\u9650\u5236\uff0c\u7372\u5f97\u3010\u4f01\u696d\u7279\u5225\u734e (Enterprise Special Prize)\u3011\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5-1024x768.jpg\" alt=\"\" class=\"wp-image-10164\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5-1536x1152.jpg 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-5.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7b2c\u5341\u56db\u7d44\u5efa\u7acb\u4e86\u4e00\u5957\u53ef\u91cd\u73fe\u7684\u6df7\u5408\u5f0f\u91cf\u5b50\u5f37\u5316\u5b78\u7fd2 \u6846\u67b6\uff0c\u63a2\u8a0e \u8b8a\u5206\u91cf\u5b50\u96fb\u8def (Variational Quantum Circuit, VQC)\u00a0 \u5728\u5f37\u5316\u5b78\u7fd2\u4efb\u52d9\u4e2d\u7684\u61c9\u7528\u6f5b\u529b\u3002\u5718\u968a\u4ee5 CartPole-v1 \u70ba\u4e3b\u8981\u57fa\u6e96\uff0c\u5be6\u4f5c\u4e26\u6bd4\u8f03\u91cf\u5b50\u6df1\u5ea6Q\u7db2\u8def (Quantum Deep Q-Networks, QDQN)\u3001\u91cf\u5b50\u7b56\u7565\u68af\u5ea6 (Quantum Policy Gradient, QPG)\uff0c\u4ee5\u53ca Q2C\/A2Q \u7b49\u6df7\u5408\u5f0f\u67b6\u69cb\uff0c\u8207\u53c3\u6578\u91cf\u76f8\u8fd1\u7684\u7d93\u5178 \u591a\u5c64\u611f\u77e5\u5668 (MLP) \u6a21\u578b \u9032\u884c\u6bd4\u8f03\u3002\u7d50\u679c\u986f\u793a\uff0cQDQN \u7684\u8a13\u7df4\u901f\u5ea6\u512a\u65bc\u5176\u4ed6\u65b9\u6cd5\uff0c\u4e14\u50c5\u752846\u500b\u53ef\u8a13\u7df4\u53c3\u6578\u4fbf\u57285\u6b21\u5be6\u9a57\u4e2d\u67093\u6b21\u89e3\u6c7a CartPole\uff0c\u4e26\u5728 IBM Marrakesh \u771f\u5be6\u91cf\u5b50\u786c\u9ad4\u4e0a\u6210\u529f\u91cd\u73fe16\/16\u6b21\u6b63\u78ba\u7684\u52d5\u4f5c\u6c7a\u7b56\u3002\u6b64\u5916\uff0c\u5718\u968a\u4e5f\u8a2d\u8a08\u4e86\u5168\u65b0\u7684 Spinpole \u91cf\u5b50\u63a7\u5236\u904a\u6232\uff0c\u5c55\u793a\u91cf\u5b50\u5f37\u5316\u5b78\u7fd2\u7684\u5ee3\u6cdb\u61c9\u7528\u6027\uff0c\u7372\u5f97\u3010\u4f01\u696d\u7279\u5225\u734e (Enterprise Special Prize)\u3011\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6-1024x768.jpg\" alt=\"\" class=\"wp-image-10165\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6-1536x1152.jpg 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-6.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7b2c\u5341\u4e09\u7d44\u5718\u968a\u63d0\u51fa\u5c07 \u57fa\u65bc\u5f35\u91cf\u7db2\u8def\u7684\u8fd1\u4f3c\u91cf\u5b50\u7de8\u8b6f (Approximate Quantum Compilation with Tensor Networks, AQC-Tensor) \u61c9\u7528\u5230\u53d6\u6a23\u7684\u514b\u96f7\u6d1b\u592b\u91cf\u5b50\u5c0d\u89d2\u5316 (Simple-based Krylov Quantum Diagonalization, SKQD) \u4e2d\u7684\u6bcf\u4e00\u500b \u514b\u96f7\u6d1b\u592b-\u51aa\u8fed\u4ee3\u91cf\u5b50\u96fb\u8def (Krylov-power circuit) \u85c9\u6b64\u58d3\u7e2e\u539f\u672c\u96a8\u514b\u96f7\u6d1b\u592b\u7dad\u5ea6 \u589e\u9577\u800c\u8b8a\u6df1\u7684\u6642\u9593\u6f14\u5316\u96fb\u8def\uff0c\u5728\u4fdd\u7559 SKQD \u5c0d\u57fa\u614b\u6536\u6582\u4fdd\u8b49\u7684\u540c\u6642\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u786c\u9ad4\u4e0a\u6240\u9700\u7684\u96fb\u8def\u6df1\u5ea6\uff0c\u4f7f\u65b9\u6cd5\u66f4\u9069\u5408\u5728\u73fe\u6709\u542b\u566a\u8072\u7684\u91cf\u5b50\u88dd\u7f6e\u4e0a\u64f4\u5c55\u61c9\u7528\u3002\u7372\u5f97\u3010\u4f01\u696d\u7279\u5225\u734e (Enterprise Special Prize)\u3011 \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7-1024x768.jpg\" alt=\"\" class=\"wp-image-10166\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7-1024x768.jpg 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7-300x225.jpg 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7-768x576.jpg 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7-1536x1152.jpg 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-7.jpg 1669w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7b2c\u56db\u7d44\u5c08\u6ce8\u65bc\u7814\u7a76\u5982\u4f55\u900f\u904e\u91cf\u5b50\u6301\u7e8c\u5b78\u7fd2(Quantum Continual Learning, QCL)\u514b\u670d \u707d\u96e3\u6027\u907a\u5fd8(Catastrophic Forgetting)\u554f\u984c\u2014\u2014\u5373\u6a21\u578b\u5728\u4f9d\u5e8f\u5b78\u7fd2\u591a\u500b\u4efb\u52d9\u6642\uff0c\u8a13\u7df4\u65b0\u4efb\u52d9\u6703\u986f\u8457\u964d\u4f4e\u5728\u820a\u4efb\u52d9\u4e0a\u7684\u8868\u73fe\u3002\u5718\u968a\u5efa\u69cb\u4e00\u500b \u8b8a\u5206\u91cf\u5b50\u5206\u985e\u5668 (variational quantum classifier, VQC)\uff0c\u8b93\u5176\u4f9d\u5e8f\u5728\u591a\u500b\u4efb\u52d9\u4e0a\u8a13\u7df4\uff0c\u8a55\u4f30\u907a\u5fd8\u7a0b\u5ea6\uff0c\u4e26\u5be6\u4f5c\u4e86 \u57fa\u65bc\u6e2c\u91cf\u7684\u53c3\u6578\u9694\u96e2 (Measurement-based Parameter Isolation, MPI) \u8207\u91cf\u5b50\u751f\u6210\u5f0f\u56de\u8986(Quantum Generative Reply, QGR)\u5169\u7a2e\u65b9\u6cd5\u63d0\u5347\u77e5\u8b58\u4fdd\u7559\u80fd\u529b\uff0c\u540c\u6642\u4e5f\u5728\u771f\u5be6 QPU \u786c\u9ad4\u4e0a\u9032\u884c\u4e86\u9a57\u8b49\u3002\u7372\u5f97\u3010\u81fa\u7063\u5927\u5b78-IBM\u91cf\u5b50\u96fb\u8166\u4e2d\u5fc3\u7279\u5225\u734e (NTU-IBM Quantum Hub Prize)\u3011\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"667\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8-1024x667.png\" alt=\"\" class=\"wp-image-10167\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8-1024x667.png 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8-300x195.png 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8-768x500.png 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8-1536x1000.png 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-8.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7b2c\u5341\u7d44\u4ee5\u4f7f\u7528\u91cf\u5b50\u8fd1\u4f3c\u512a\u5316\u6f14\u7b97\u6cd5 (Quantum Approximate Optimization Algorithm, QAOA) \u6a21\u64ec\u6b63\u65b9\u6676\u683c\u4e0a\u7684 J1\u2013J2 \u963b\u632b\u4f0a\u8f9b\u54c8\u5bc6\u9813\u91cf (Frustrated J1\u2013J2 Ising Model) \uff0c\u69ae\u7372\u3010\u8a55\u5be9\u5927\u734e (Grand Jury Prize)\u3011\u3002\u7531\u65bc\u6700\u8fd1\u9130 (J1) \u8207\u6b21\u8fd1\u9130 (J2) \u4ea4\u4e92\u4f5c\u7528\u76f8\u4e92\u7af6\u722d\uff0c\u5c0e\u81f4\u57fa\u614b\u7d44\u614b\u96e3\u4ee5\u76f4\u63a5\u5224\u5b9a\uff0c\u5718\u968a\u5efa\u69cb\u5c0d\u61c9\u7684\u4f0a\u8f9b\u54c8\u5bc6\u9813\u91cf\uff0c\u4e26\u7528 QAOA \u627e\u51fa\u4ee3\u8868\u57fa\u614b\u7684\u4f4d\u5143\u5b57\u4e32 (bitstring) \u4ee5\u4f30\u8a08\u57fa\u614b\u80fd\u91cf\uff0c\u540c\u6642\u8f14\u4ee5\u7d93\u5178\u6a21\u64ec\u4f5c\u70ba\u6bd4\u8f03\u57fa\u6e96\u3002\u5718\u968a\u5728\u6a21\u64ec\u5668\u4e0a\u4ee5 3\u00d73 (9\u91cf\u5b50\u4f4d\u5143) \u6676\u683c\u5b8c\u6210\u57fa\u790e\u7248\u672c\u7684\u5be6\u4f5c\uff0c\u4e26\u9032\u4e00\u6b65\u5728 IBM \u771f\u5be6\u786c\u9ad4 (Heron \/ Nighthawk) \u4e0a\u5c07\u5be6\u9a57\u64f4\u5c55\u81f3 6\u00d76 \u6676\u683c\u904b\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"615\" src=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9-1024x615.png\" alt=\"\" class=\"wp-image-10168\" srcset=\"https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9-1024x615.png 1024w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9-300x180.png 300w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9-768x461.png 768w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9-1536x922.png 1536w, https:\/\/quantum.ntu.edu.tw\/wp-content\/uploads\/2026\/08\/2026-\uff31Hackthon\u65b0\u805e\u7a3f_Figure-9.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u81fa\u7063\u5927\u5b78-IBM\u91cf\u5b50\u96fb\u8166\u4e2d\u5fc3\u300d\u81ea2019\u5e741\u6708\u7531\u79d1\u6280\u90e8\uff08\u73fe\u70ba\u570b\u79d1\u6703\uff09\u88dc\u52a9\u6210\u7acb\u81f3\u4eca\uff0c\u6301\u7e8c\u63d0\u4f9b\u81fa\u7063\u5b78\u8853\u7814\u767c\u8207\u8de8\u9818 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":10162,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[13,4],"tags":[],"class_list":["post-10158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-13","category-4"],"acf":[],"_links":{"self":[{"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/10158"}],"collection":[{"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10158"}],"version-history":[{"count":1,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/10158\/revisions"}],"predecessor-version":[{"id":10171,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/10158\/revisions\/10171"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=\/wp\/v2\/media\/10162"}],"wp:attachment":[{"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10158"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/quantum.ntu.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}