{"id":8173,"date":"2026-05-13T19:51:54","date_gmt":"2026-05-13T11:51:54","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=8173"},"modified":"2026-05-13T19:51:55","modified_gmt":"2026-05-13T11:51:55","slug":"icml-2026-pasa-a-principled-embedding-space-watermarking-approach-for-llm-genera","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/icml-2026-pasa-a-principled-embedding-space-watermarking-approach-for-llm-genera\/","title":{"rendered":"PASA\uff1aAI\u6539\u5beb\u90fd\u96e3\u7529\u7684\u6587\u5b57\u6c34\u5370\u65b9\u6848"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/overview-198f58a924a0.jpg\" alt=\"overview\" \/><\/figure>\n<p>PASA \u662f\u4e00\u500b\u7814\u7a76\u578b\u5c08\u6848\uff0c\u76ee\u6a19\u662f\u66ff\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u5b57\u52a0\u5165\u53ef\u6aa2\u6e2c\u7684\u300c\u6c34\u5370\u300d\u3002\u5b83\u7279\u5225\u91dd\u5c0d\u4e00\u500b\u5e38\u898b\u96e3\u984c\uff1a\u5373\u4f7f\u7528\u5bb6\u628a\u53e5\u5b50\u6539\u5beb\u3001\u63db\u540c\u7fa9\u8a5e\uff0c\u751a\u81f3\u505a\u6bb5\u843d\u91cd\u8ff0\uff0c\u53ea\u8981\u610f\u601d\u5927\u81f4\u4e0d\u8b8a\uff0c\u7cfb\u7d71\u4ecd\u5e0c\u671b\u8fa8\u8a8d\u5230\u9019\u6bb5\u6587\u5b57\u539f\u672c\u7531 AI \u7522\u751f\u3002<\/p>\n<p>\u548c\u4e0d\u5c11\u53ea\u770b\u5b57\u9762\u8a5e\u5f59\u7684\u505a\u6cd5\u4e0d\u540c\uff0cPASA \u628a\u91cd\u9ede\u653e\u5728\u8a9e\u610f\u5c64\u9762\u3002\u7c21\u55ae\u8b1b\uff0c\u5b83\u4e0d\u662f\u53ea\u6a19\u8a18\u67d0\u4e9b\u5b57\uff0c\u800c\u662f\u5229\u7528\u5d4c\u5165\u7a7a\u9593\u4e2d\u7684\u8a9e\u610f\u7fa4\u7d44\u53bb\u5b89\u6392\u751f\u6210\u8207\u6aa2\u6e2c\uff0c\u56e0\u6b64\u9762\u5c0d paraphrase \u9019\u985e\u300c\u4fdd\u7559\u610f\u601d\u4f46\u6539\u5beb\u8868\u9054\u300d\u7684\u653b\u64ca\u6642\uff0c\u7406\u8ad6\u4e0a\u6703\u66f4\u7a69\u5b9a\u3002<\/p>\n<p>\u5be6\u969b\u4f7f\u7528\u4e0a\uff0c\u9019\u500b\u5132\u5b58\u5eab\u4e3b\u8981\u63d0\u4f9b\u7814\u7a76\u91cd\u73fe\u6d41\u7a0b\uff1a\u7528 generation.py \u9032\u884c\u751f\u6210\u8207\u6aa2\u6e2c\uff0c\u4e26\u914d\u5408\u8a9e\u8a00\u6a21\u578b\u3001\u8f14\u52a9\u6a21\u578b\u3001\u672c\u5730\u8cc7\u6599\u96c6\u53ca\u4e00\u4efd token \u5c0d\u61c9\u8a9e\u610f\u7fa4\u7d44\u7684\u6620\u5c04\u6a94\u4f86\u8dd1\u5be6\u9a57\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u5b83\u6bd4\u8f03\u9069\u5408\u7814\u7a76\u4eba\u54e1\u6216\u9032\u968e\u958b\u767c\u8005\u9a57\u8b49\u6548\u679c\uff0c\u800c\u4e0d\u662f\u4e00\u822c\u7528\u5bb6\u5373\u88dd\u5373\u7528\u7684\u6210\u54c1\u5de5\u5177\u3002<\/p>\n<p>\u91cd\u9ede\u53ef\u7c21\u55ae\u6574\u7406\u5982\u4e0b\uff1a<br \/>\n&#8211; \u91dd\u5c0d AI \u6587\u5b57\u52a0\u5165\u53ef\u6aa2\u6e2c\u6c34\u5370\uff0c\u4e26\u5f37\u8abf\u6297\u6539\u5beb\u80fd\u529b<br \/>\n&#8211; \u6838\u5fc3\u5275\u65b0\u662f\u628a\u6c34\u5370\u653e\u5230<strong>\u8a9e\u610f\u5d4c\u5165\u7a7a\u9593<\/strong>\uff0c\u4e0d\u53ea\u770b\u8868\u9762\u7528\u5b57<br \/>\n&#8211; \u8a2d\u8a08\u76ee\u6a19\u5305\u62ec\u63d0\u5347\u6aa2\u6e2c\u7a69\u5b9a\u6027\uff0c\u540c\u6642\u76e1\u91cf\u7dad\u6301\u6587\u5b57\u54c1\u8cea<br \/>\n&#8211; \u5132\u5b58\u5eab\u63d0\u4f9b\u5b98\u65b9\u5be6\u4f5c\uff0c\u91cd\u9ede\u5728\u5be6\u9a57\u91cd\u73fe\u8207\u7d50\u679c\u9a57\u8b49<\/p>\n<p>\u5982\u679c\u4f60\u7684\u5834\u666f\u662f\u5167\u5bb9\u4f86\u6e90\u8ffd\u8e64\u3001\u5e73\u53f0\u98a8\u96aa\u7ba1\u7406\uff0c\u6216\u5b78\u8853\u4e0a\u7814\u7a76 AI \u6587\u5b57\u8b58\u5225\uff0cPASA \u6703\u5f88\u503c\u5f97\u7559\u610f\u3002\u76f8\u53cd\uff0c\u82e5\u4f60\u53ea\u662f\u60f3\u5feb\u901f\u505a\u7db2\u7ad9\u5167\u5bb9\u5075\u6e2c\uff0c\u9019\u500b\u5c08\u6848\u76ee\u524d\u770b\u4f86\u4ecd\u504f\u7814\u7a76\u5c0e\u5411\uff0c\u9700\u8981\u81ea\u884c\u6e96\u5099\u8cc7\u6599\u8207\u6a21\u578b\u74b0\u5883\u3002<\/p>\n<p>\u5f9e\u8ad6\u6587\u8207\u5c08\u6848\u8aaa\u660e\u4f86\u770b\uff0cPASA \u7684\u50f9\u503c\u4e0d\u53ea\u5728\u300c\u80fd\u4e0d\u80fd\u9a57\u51fa\u300d\uff0c\u800c\u662f\u5728\u6539\u5beb\u653b\u64ca\u4e0b\u4ecd\u4fdd\u6301\u53ef\u6aa2\u6e2c\u6027\uff0c\u9019\u9ede\u5c0d\u73fe\u5be6\u61c9\u7528\u5c24\u5176\u91cd\u8981\u3002\u4e0d\u904e\u5b83\u662f\u5426\u9069\u5408\u4f60\u7684\u6d41\u7a0b\uff0c\u4ecd\u8981\u8996\u4e4e\u4f60\u6709\u6c92\u6709\u80fd\u529b\u914d\u7f6e\u5be6\u9a57\u74b0\u5883\uff0c\u4ee5\u53ca\u662f\u5426\u9700\u8981\u9762\u5c0d\u9ad8\u5f37\u5ea6\u7684\u8a9e\u610f\u6539\u5beb\u60c5\u5883\u3002<\/p>\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/ai-kunkun\/PASA\" rel=\"noopener noreferrer\">https:\/\/github.com\/ai-kunkun\/PASA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PASA \u5617\u8a66\u89e3\u6c7a AI \u6587\u5b57\u88ab\u6539\u5beb\u5f8c\u96e3\u4ee5\u8ffd\u8e64\u7684\u554f\u984c\u3002\u91cd\u9ede\u5728\u65bc\u4fdd\u7559\u539f\u610f\u4e4b\u4e0b\uff0c\u6c34\u5370\u4ecd\u8f03\u6613\u88ab\u6aa2\u6e2c\u3002<\/p>\n","protected":false},"author":8,"featured_media":8172,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,165,197],"tags":[],"class_list":["post-8173","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8173","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8173"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8173\/revisions"}],"predecessor-version":[{"id":8174,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8173\/revisions\/8174"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8172"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}