{"id":9173,"date":"2026-06-16T06:17:21","date_gmt":"2026-06-15T22:17:21","guid":{"rendered":"https:\/\/infernews.com\/blog\/argar\/"},"modified":"2026-06-16T06:17:21","modified_gmt":"2026-06-15T22:17:21","slug":"argar","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/argar\/","title":{"rendered":"ARGAR \u76f4\u6307 AI \u5be9\u7a3f\u53ef\u88ab\u5305\u88dd\u64cd\u63a7"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/banner-700f127a22e7.jpg\" alt=\"ARGAR\"><\/figure>\n<p>\u73fe\u6642\u4e0d\u5c11 AI reviewer \u8a55\u6e2c\uff0c\u9ed8\u8a8d\u63a5\u53d7\u8ad6\u6587\u7684\u6458\u8981\u3001\u6558\u4e8b\u7d50\u69cb\u8207\u8ca2\u737b\u9673\u8ff0\uff0c\u4e26\u76f4\u63a5\u8f38\u51fa\u5206\u6578\u6216\u610f\u898b\uff1bARGAR \u6307\u51fa\u9019\u7a2e\u56fa\u5b9a\u7bc4\u5f0f\u672a\u5fc5\u771f\u6b63\u5728\u770b\u79d1\u5b78\u5167\u5bb9\uff0c\u800c\u53ef\u80fd\u88ab presentation-level content \u727d\u52d5\u3002\u4f5c\u8005\u56e0\u6b64\u63d0\u51fa ARGAR\uff08Adversarial Repackaging Gaming AI Review\uff09\uff0c\u7528 adversarial repackaging \u628a\u300c\u5167\u5bb9\u4e0d\u8b8a\u3001\u5305\u88dd\u6539\u5beb\u300d\u8b8a\u6210\u53ef\u53cd\u8986\u9a57\u8b49\u7684\u6e2c\u8a66\u6d41\u7a0b\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u8f03\u50cf\u4e00\u500b\u7814\u7a76\u6846\u67b6\u52a0\u5be6\u9a57\u5de5\u5177\uff0c\u800c\u4e0d\u53ea\u662f\u55ae\u4e00\u8cc7\u6599\u96c6\uff1b\u5b83\u8981\u89e3\u6c7a\u7684\uff0c\u662f AI reviewer \u6709\u6c92\u6709\u88ab narrative structure\u3001abstract \u8207 contribution statements \u7cfb\u7d71\u6027\u5f71\u97ff\u3002\u6838\u5fc3\u505a\u6cd5\u662f closed-loop iterative search\uff1a\u6bcf\u4e00\u8f2a\u6839\u64da AI reviewer feedback \u6539 LaTeX \u6587\u5b57\u8207\u7d50\u69cb\uff0c\u518d\u6bd4\u8f03\u65b0\u7248\u8207 baseline \u7684\u5be9\u7a3f\u7d50\u679c\uff0c\u4f46 scientific content held fixed\u3002<\/p>\n<p>\u82e5\u60f3\u6e2c\u8a66\u5b83\u7684\u601d\u8def\uff0c\u6700\u5408\u9069\u662f\u5148\u770b round N\/source\u3001round N\/reviews\u3001judge result.json \u548c attack log.json\u3002\u9019\u6a23\u53ef\u4ee5\u76f4\u63a5\u89c0\u5bdf\u540c\u4e00\u7bc7\u8ad6\u6587\u5728\u79d1\u5b78\u5167\u5bb9\u4e0d\u8b8a\u4e0b\uff0c\u7d93\u904e\u4e0d\u540c\u5305\u88dd\u5f8c\uff0cAI review \u600e\u6a23\u6ce2\u52d5\uff0c\u4e5f\u80fd\u770b\u6e05\u6bcf\u4e00\u8f2a\u4fee\u6539\u6c7a\u7b56\u5982\u4f55\u5f62\u6210\u3002<\/p>\n<ul>\n<li><strong>\u985e\u578b\u5b9a\u4f4d<\/strong>\uff1a\u7814\u7a76\u6846\u67b6\u517c\u5de5\u5177\uff0c\u7528\u4f86\u6aa2\u9a57 AI reviewer \u662f\u5426\u5bb9\u6613\u88ab\u8ad6\u6587\u5305\u88dd\u5f71\u97ff<\/li>\n<li><strong>\u65b9\u6cd5\u91cd\u9ede<\/strong>\uff1a\u53ea\u6539 abstract\u3001framing\u3001contribution statements\u3001narrative structure\uff0c\u4e0d\u6539 scientific content<\/li>\n<li><strong>\u8f38\u51fa\u7d50\u69cb<\/strong>\uff1a\u4fdd\u7559\u6bcf\u8f2a LaTeX source\u3001review \u7d50\u679c\u3001pairwise judge \u6bd4\u8f03\u8207\u8de8\u8f2a attack log<\/li>\n<li><strong>\u9069\u5408\u5834\u666f<\/strong>\uff1aAI safety\u3001LLM evaluation\u3001\u5b78\u8853\u5be9\u7a3f\u81ea\u52d5\u5316\u7814\u7a76<\/li>\n<li><strong>\u9650\u5236\u63d0\u9192<\/strong>\uff1a\u9805\u76ee\u660e\u78ba\u53cd\u5c0d\u628a\u7d50\u679c\u7528\u65bc\u771f\u5be6\u6295\u7a3f\u64cd\u63a7\uff0c\u5b9a\u4f4d\u662f controlled experiments<\/li>\n<\/ul>\n<p>\u5275\u65b0\u4e4b\u8655\u5728\u65bc\u5b83\u4e0d\u662f\u8a0e\u8ad6\u300cAI \u5be9\u7a3f\u6e96\u4e0d\u6e96\u300d\u7684\u7c60\u7d71\u554f\u984c\uff0c\u800c\u662f\u628a\u820a\u7bc4\u5f0f\u62c6\u958b\uff0c\u5c08\u9580\u6e2c presentation attack \u5c0d\u8a55\u5206\u7684\u5f71\u97ff\u3002\u5f9e\u5132\u5b58\u5eab\u8cc7\u6599\u770b\uff0c\u9019\u7a2e\u8a2d\u8a08\u4e5f\u65b9\u4fbf\u7814\u7a76\u8005\u91cd\u64ad\u6574\u500b\u653b\u64ca\u904e\u7a0b\uff0c\u6bd4\u53ea\u770b\u6700\u7d42\u5206\u6578\u66f4\u6709\u5206\u6790\u50f9\u503c\u3002<\/p>\n<p>\u6027\u80fd\u6578\u5b57\u5728\u9019\u4efd\u5132\u5b58\u5eab\u6458\u8981\u672a\u5b8c\u6574\u5c55\u958b\uff0c\u56e0\u6b64\u4e0d\u5b9c\u4ee3\u4f5c\u8005\u4e0b\u7d50\u8ad6\uff1b\u4e0d\u904e\u8a55\u6e2c\u8a2d\u8a08\u672c\u8eab\u5df2\u5f88\u6709\u8fa8\u8b58\u5ea6\uff0c\u56e0\u70ba\u5b83\u52a0\u5165 pairwise judge \u8207\u591a\u8f2a review \u4f5c\u6bd4\u8f03\u3002\u76f8\u95dc\u6a21\u578b\u65b9\u9762\uff0c\u9805\u76ee\u900f\u904e LiteLLM \u8def\u7531\u4e0d\u540c LLM provider\uff0c\u53ef\u63a5 OpenAI\u3001Anthropic\u3001AWS Bedrock \u7b49 reviewer model\u3001attack model \u8207 judge model\uff0c\u4ea6\u914d\u5408 ICLR\u3001NeurIPS\u3001ICML \u98a8\u683c\u7684 review generation\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/xyimatvoid\/ARGAR\" rel=\"noopener noreferrer\">https:\/\/github.com\/xyimatvoid\/ARGAR<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.09813\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.09813<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ARGAR\u7814\u7a76\u4e00\u500b\u654f\u611f\u554f\u984c\uff1a\u8ad6\u6587\u5167\u5bb9\u4e0d\u8b8a\uff0c\u53ea\u6539\u5beb\u6cd5\uff0cAI\u5be9\u7a3f\u6703\u5426\u88ab\u5e36\u98a8\u5411\u3002\u9019\u500b\u9805\u76ee\u628a\u554f\u984c\u505a\u6210\u53ef\u91cd\u8907\u6e2c\u8a66\u7684\u5be6\u9a57\u6846\u67b6\u3002<\/p>\n","protected":false},"author":8,"featured_media":9172,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,153,116,38,32,162,158,170,150,76,191,193,196,197,199],"tags":[],"class_list":["post-9173","post","type-post","status-publish","format-standard","hentry","category-133","category-openai","category-agentic","category-38","category-contentcreator","category-ai-productions","category-ide","category-170","category-150","category-76","category-anthropic","category-agi","category-196","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9173","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=9173"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9173\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9172"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}