{"id":196,"date":"2024-01-01T16:15:55","date_gmt":"2024-01-01T08:15:55","guid":{"rendered":"https:\/\/wangqianming.top\/?p=196"},"modified":"2024-01-01T16:18:22","modified_gmt":"2024-01-01T08:18:22","slug":"%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%86%b3%e7%ad%96%e6%8e%a7%e5%88%b6%e9%a2%86%e5%9f%9f%e6%9c%89%e5%93%aa%e4%ba%9b%e5%9f%9f%e9%80%82%e5%ba%94%e9%97%ae%e9%a2%98","status":"publish","type":"post","link":"https:\/\/wangqianming.top\/index.php\/2024\/01\/01\/%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%86%b3%e7%ad%96%e6%8e%a7%e5%88%b6%e9%a2%86%e5%9f%9f%e6%9c%89%e5%93%aa%e4%ba%9b%e5%9f%9f%e9%80%82%e5%ba%94%e9%97%ae%e9%a2%98\/","title":{"rendered":"\u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\u6709\u54ea\u4e9b\u57df\u9002\u5e94\u95ee\u9898"},"content":{"rendered":"

\u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\u6709\u54ea\u4e9b\u57df\u9002\u5e94\u95ee\u9898<\/h1>\n

\u5728\u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\uff0c\u57df\u9002\u5e94\uff08Domain Adaptation\uff09\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u95ee\u9898\u3002\u5b83\u6d89\u53ca\u5230\u5982\u4f55\u8ba9\u673a\u5668\u4eba\u5728\u4e00\u4e2a\u65b0\u7684\u73af\u5883\u4e2d\u6709\u6548\u5730\u8fd0\u4f5c\uff0c\u5373\u4f7f\u5b83\u4eec\u662f\u5728\u4e0d\u540c\u7684\u3001\u4e4b\u524d\u672a\u89c1\u8fc7\u7684\u6761\u4ef6\u4e0b\u8bad\u7ec3\u7684\u3002\u8fd9\u91cc\u6709\u51e0\u4e2a\u5173\u952e\u7684\u57df\u9002\u5e94\u95ee\u9898\uff1a<\/p>\n

    \n
  1. \n

    \u73af\u5883\u53d8\u5316\u9002\u5e94<\/strong>\uff1a\u673a\u5668\u4eba\u53ef\u80fd\u9700\u8981\u5728\u4e0d\u540c\u7684\u7269\u7406\u73af\u5883\u4e2d\u5de5\u4f5c\uff0c\u6bd4\u5982\u4ece\u5b9e\u9a8c\u5ba4\u73af\u5883\u8f6c\u79fb\u5230\u6237\u5916\u6216\u4e0d\u540c\u7c7b\u578b\u7684\u5efa\u7b51\u5185\u3002\u73af\u5883\u7684\u53d8\u5316\u53ef\u80fd\u5305\u62ec\u5149\u7167\u3001\u6e29\u5ea6\u3001\u58f0\u97f3\u3001\u751a\u81f3\u7a7a\u6c14\u6210\u5206\u7684\u53d8\u5316\u3002<\/p>\n<\/li>\n

  2. \n

    \u4efb\u52a1\u9002\u5e94<\/strong>\uff1a\u673a\u5668\u4eba\u53ef\u80fd\u88ab\u8bbe\u8ba1\u6765\u6267\u884c\u7279\u5b9a\u7684\u4efb\u52a1\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u53ef\u80fd\u9700\u8981\u9002\u5e94\u65b0\u7684\u4efb\u52a1\u6216\u76ee\u6807\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7528\u4e8e\u4ed3\u5e93\u7ba1\u7406\u7684\u673a\u5668\u4eba\u53ef\u80fd\u9700\u8981\u9002\u5e94\u5728\u96f6\u552e\u73af\u5883\u4e2d\u5de5\u4f5c\u3002<\/p>\n<\/li>\n

  3. \n

    \u4ea4\u4e92\u9002\u5e94<\/strong>\uff1a\u5728\u4e0e\u4eba\u7c7b\u6216\u5176\u4ed6\u673a\u5668\u4eba\u4ea4\u4e92\u65f6\uff0c\u673a\u5668\u4eba\u53ef\u80fd\u9700\u8981\u9002\u5e94\u4e0d\u540c\u7684\u4ea4\u4e92\u6a21\u5f0f\u3001\u8bed\u8a00\u6216\u884c\u4e3a\u4e60\u60ef\u3002<\/p>\n<\/li>\n

  4. \n

    \u4f20\u611f\u5668\u548c\u6267\u884c\u5668\u7684\u53d8\u5316<\/strong>\uff1a\u4e0d\u540c\u7684\u673a\u5668\u4eba\u53ef\u80fd\u914d\u5907\u4e0d\u540c\u7c7b\u578b\u7684\u4f20\u611f\u5668\u548c\u6267\u884c\u5668\uff0c\u8fd9\u8981\u6c42\u51b3\u7b56\u63a7\u5236\u7cfb\u7edf\u80fd\u591f\u9002\u5e94\u8fd9\u4e9b\u786c\u4ef6\u7684\u5dee\u5f02\u3002<\/p>\n<\/li>\n

  5. \n

    \u6570\u636e\u5206\u5e03\u7684\u504f\u5dee<\/strong>\uff1a\u5728\u8bad\u7ec3\u6570\u636e\u548c\u5b9e\u9645\u5e94\u7528\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u5206\u5e03\u504f\u5dee\u65f6\uff0c\u673a\u5668\u4eba\u7684\u6027\u80fd\u53ef\u80fd\u4f1a\u4e0b\u964d\u3002\u57df\u9002\u5e94\u6280\u672f\u65e8\u5728\u51cf\u5c11\u8fd9\u79cd\u5206\u5e03\u5dee\u5f02\u7684\u5f71\u54cd\u3002<\/p>\n<\/li>\n

  6. \n

    \u5b66\u4e60\u548c\u9002\u5e94\u65b0\u77e5\u8bc6<\/strong>\uff1a\u5728\u52a8\u6001\u53d8\u5316\u7684\u73af\u5883\u4e2d\uff0c\u673a\u5668\u4eba\u53ef\u80fd\u9700\u8981\u6301\u7eed\u5b66\u4e60\u548c\u9002\u5e94\u65b0\u7684\u77e5\u8bc6\u6216\u4fe1\u606f\uff0c\u4ee5\u7ef4\u6301\u5176\u6027\u80fd\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u89e3\u51b3\u8fd9\u4e9b\u57df\u9002\u5e94\u95ee\u9898\u5bf9\u4e8e\u63d0\u9ad8\u673a\u5668\u4eba\u7684\u7075\u6d3b\u6027\u3001\u53ef\u9760\u6027\u548c\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u901a\u5e38\u6d89\u53ca\u5230\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u5f3a\u5316\u5b66\u4e60\u3001\u8fc1\u79fb\u5b66\u4e60\u548c\u5143\u5b66\u4e60\u7b49\u9886\u57df\u3002<\/p>\n

    \u9488\u5bf9\u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\u7684\u57df\u9002\u5e94\u95ee\u9898\uff0c\u6709\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u548c\u6280\u672f\u3002\u8fd9\u4e9b\u65b9\u6cd5\u65e8\u5728\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u6709\u6548\u5730\u9002\u5e94\u65b0\u73af\u5883\u3001\u4efb\u52a1\u548c\u60c5\u51b5\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n

      \n
    1. \n

      \u8fc1\u79fb\u5b66\u4e60\uff08Transfer Learning\uff09<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u6d89\u53ca\u5c06\u5728\u4e00\u4e2a\u57df\uff08\u5982\u5b9e\u9a8c\u5ba4\u73af\u5883\uff09\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u5e94\u7528\u5230\u53e6\u4e00\u4e2a\u4e0d\u540c\u7684\u57df\uff08\u5982\u6237\u5916\u73af\u5883\uff09\u3002\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u5229\u7528\u4e4b\u524d\u5b66\u4e60\u7684\u7ecf\u9a8c\u6765\u5feb\u901f\u9002\u5e94\u65b0\u73af\u5883\u3002<\/p>\n<\/li>\n

    2. \n

      \u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09<\/strong>\uff1a\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u673a\u5668\u4eba\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u5982\u4f55\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u5728\u65b0\u73af\u5883\u4e2d\u81ea\u6211\u5b66\u4e60\u548c\u9002\u5e94\u3002<\/p>\n<\/li>\n

    3. \n

      \u5143\u5b66\u4e60\uff08Meta-Learning\uff09<\/strong>\uff1a\u5143\u5b66\u4e60\uff0c\u6216\u201c\u5b66\u4e60\u5982\u4f55\u5b66\u4e60\u201d\uff0c\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u901a\u8fc7\u5c11\u91cf\u7684\u6837\u672c\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u6216\u73af\u5883\u3002\u8fd9\u5bf9\u4e8e\u5feb\u901f\u9002\u5e94\u65b0\u60c5\u51b5\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/li>\n

    4. \n

      \u9886\u57df\u968f\u673a\u5316\uff08Domain Randomization\uff09<\/strong>\uff1a\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u5404\u79cd\u968f\u673a\u56e0\u7d20\uff0c\u4f8b\u5982\u53d8\u5316\u7684\u5149\u7167\u3001\u58f0\u97f3\u6216\u7269\u7406\u5c5e\u6027\uff0c\u53ef\u4ee5\u63d0\u9ad8\u673a\u5668\u4eba\u5bf9\u4e0d\u786e\u5b9a\u73af\u5883\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<\/li>\n

    5. \n

      \u6a21\u62df\u8bad\u7ec3\uff08Simulated Training\uff09<\/strong>\uff1a\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u673a\u5668\u4eba\u53ef\u4ee5\u8ba9\u5b83\u4eec\u5728\u9762\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u590d\u6742\u6027\u548c\u4e0d\u786e\u5b9a\u6027\u65f6\u8868\u73b0\u66f4\u597d\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5305\u62ec\u4f7f\u7528\u9ad8\u7ea7\u8ba1\u7b97\u673a\u56fe\u5f62\u548c\u7269\u7406\u5f15\u64ce\u3002<\/p>\n<\/li>\n

    6. \n

      \u4eba\u7c7b-\u673a\u5668\u4eba\u4ea4\u4e92\uff08Human-Robot Interaction, HRI\uff09<\/strong>\uff1a\u901a\u8fc7\u63d0\u9ad8\u673a\u5668\u4eba\u5bf9\u4eba\u7c7b\u884c\u4e3a\u548c\u8bed\u8a00\u7684\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u63d0\u5347\u673a\u5668\u4eba\u5728\u4e0e\u4eba\u4ea4\u4e92\u65f6\u7684\u9002\u5e94\u6027\u3002<\/p>\n<\/li>\n

    7. \n

      \u591a\u6a21\u6001\u5b66\u4e60\uff08Multimodal Learning\uff09<\/strong>\uff1a\u7ed3\u5408\u591a\u79cd\u611f\u77e5\u65b9\u5f0f\uff08\u5982\u89c6\u89c9\u3001\u89e6\u89c9\u3001\u542c\u89c9\u7b49\uff09\uff0c\u53ef\u4ee5\u63d0\u9ad8\u673a\u5668\u4eba\u5bf9\u5176\u73af\u5883\u7684\u7406\u89e3\u548c\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<\/li>\n

    8. \n

      \u5728\u7ebf\u5b66\u4e60\u548c\u6301\u7eed\u5b66\u4e60\uff08Online and Lifelong Learning\uff09<\/strong>\uff1a\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u5728\u5176\u6574\u4e2a\u64cd\u4f5c\u5468\u671f\u5185\u4e0d\u65ad\u5b66\u4e60\u548c\u66f4\u65b0\u5176\u77e5\u8bc6\u5e93\uff0c\u4ee5\u9002\u5e94\u65b0\u60c5\u51b5\u548c\u4efb\u52a1\u3002<\/p>\n<\/li>\n

    9. \n

      \u81ea\u9002\u5e94\u63a7\u5236\u7b56\u7565\uff08Adaptive Control Strategies\uff09<\/strong>\uff1a\u5f00\u53d1\u7075\u6d3b\u7684\u63a7\u5236\u7b97\u6cd5\uff0c\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u6839\u636e\u73af\u5883\u548c\u4efb\u52a1\u7684\u53d8\u5316\u81ea\u52a8\u8c03\u6574\u5176\u884c\u4e3a\u3002<\/p>\n<\/li>\n<\/ol>\n

      \u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u63d0\u9ad8\u673a\u5668\u4eba\u5728\u591a\u53d8\u73af\u5883\u4e2d\u7684\u9002\u5e94\u6027\u548c\u6548\u7387\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u65b0\u7684\u65b9\u6cd5\u548c\u6280\u672f\u4e5f\u5728\u4e0d\u65ad\u88ab\u5f00\u53d1\u548c\u5e94\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\u6709\u54ea\u4e9b\u57df\u9002\u5e94\u95ee\u9898 \u5728\u673a\u5668\u4eba\u51b3\u7b56\u63a7\u5236\u9886\u57df\uff0c\u57df\u9002\u5e94\uff08Domain Adaptation\uff09\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u95ee\u9898\u3002\u5b83\u6d89\u53ca\u5230\u5982 …<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[18,19],"class_list":["post-196","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-chatgpt","tag-19"],"_links":{"self":[{"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/posts\/196","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/comments?post=196"}],"version-history":[{"count":2,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/posts\/196\/revisions"}],"predecessor-version":[{"id":198,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/posts\/196\/revisions\/198"}],"wp:attachment":[{"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/media?parent=196"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/categories?post=196"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wangqianming.top\/index.php\/wp-json\/wp\/v2\/tags?post=196"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}