{"id":13825,"date":"2024-08-13T12:22:25","date_gmt":"2024-08-13T12:22:25","guid":{"rendered":"https:\/\/dailyai.com\/?p=13825"},"modified":"2024-08-13T12:22:25","modified_gmt":"2024-08-13T12:22:25","slug":"ai-scientist-performs-fully-automatic-scientific-discovery","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/08\/ai-scientist-performs-fully-automatic-scientific-discovery\/","title":{"rendered":"\"AI Scientist\" utf\u00f6r helt automatiska vetenskapliga uppt\u00e4ckter"},"content":{"rendered":"

Det japanska AI-forskningslaboratoriet Sakana AI har utvecklat The AI Scientist, ett ramverk f\u00f6r helautomatisk vetenskaplig forskning och uppt\u00e4ckt.<\/strong><\/p>\n

Forskarsamh\u00e4llet anv\u00e4nder redan AI-modeller f\u00f6r att automatisera eller assistera i sin forskning, men dessa modeller utf\u00f6r bara en liten del av den vetenskapliga processen. Tack vare framstegen inom agentisk AI ser vi nu AI-agenter som agerar sj\u00e4lvst\u00e4ndigt p\u00e5 olika plattformar med mindre m\u00e4nsklig v\u00e4gledning.<\/p>\n

Med The AI Scientist skapade Sakana AI ett system som anv\u00e4nder en LLM som GPT-4o eller Gemini f\u00f6r att automatisera hela den vetenskapliga processen fr\u00e5n id\u00e9, forskning, experiment och till och med att skriva och granska forskningsrapporter.<\/p>\n

Det slutgiltiga m\u00e5let \u00e4r att ha ett AI-forskningsverktyg som utf\u00f6r helt automatiserade, \u00f6ppna vetenskapliga uppt\u00e4ckter. The AI Scientist ger oss en inblick i m\u00f6jligheterna att detta kan bli verklighet.<\/p>\n

Processen f\u00f6r AI-forskare<\/h2>\n

I deras papper<\/a>Sakana AI f\u00f6rklarade hur ramverket till\u00e4mpades p\u00e5 forskning om maskininl\u00e4rning. Med en bred mall som forskningsomr\u00e5de \u00e4r The AI Scientist fri att utforska alla m\u00f6jliga forskningsriktningar.<\/p>\n

F\u00f6rst tar man fram en upps\u00e4ttning id\u00e9er och g\u00e5r sedan till Semantic Scholar f\u00f6r att kontrollera om dessa id\u00e9er utg\u00f6r nya v\u00e4gar f\u00f6r forskning. Om de g\u00f6r det anv\u00e4nds automatiserad kodgenerering f\u00f6r att skapa och k\u00f6ra experiment.<\/p>\n

AI-forskaren sammanst\u00e4ller sedan f\u00f6rklaringen av forskningen och experimentella resultat i en forskningsartikel tillsammans med citat av relevanta artiklar fr\u00e5n Semantic Scholar.<\/p>\n

Sakana AI har utvecklat ett automatiserat system f\u00f6r granskning av forskningsrapporter som anv\u00e4nder en LLM f\u00f6r att utv\u00e4rdera forskningsrapporten med n\u00e4stan m\u00e4nsklig noggrannhet. Denna granskningsprocess skapar en \u00e5terkopplingsslinga f\u00f6r iterativa f\u00f6rb\u00e4ttringar av forskningsrapporterna.<\/p>\n

\"\"
AI-forskarens forsknings- och uppsatsskrivnings- och granskningsprocess. K\u00e4lla: Sakana AI Sakana AI<\/figcaption><\/figure>\n

H\u00e4r \u00e4r ett exempel p\u00e5 en av de forskningsrapporter som The AI Scientist skapade: \"Diffusion med dubbla skalor: Adaptiv funktionsbalansering f\u00f6r l\u00e5gdimensionella generativa modeller\"<\/a><\/p>\n

AI Scientist har f\u00f6r n\u00e4rvarande inte synf\u00f6rm\u00e5ga, s\u00e5 vissa av diagrammen, plottarna och sidlayouterna \u00e4r inte bra. Detta kommer att \u00e5tg\u00e4rdas genom att anv\u00e4nda synf\u00f6rm\u00e5gan hos multimodala modeller i n\u00e4sta iteration.<\/p>\n

Den lider ocks\u00e5 av n\u00e5gra av de begr\u00e4nsningar som ledande AI-modeller brottas med, som hallucinationer, ologiska resonemang och att j\u00e4mf\u00f6ra storleken p\u00e5 tv\u00e5 tal. Den senaste versionen av GPT-4o f\u00f6rst\u00e5r dock \u00e4ntligen att 9,9 \u00e4r st\u00f6rre \u00e4n 9,11 s\u00e5 detta b\u00f6r ocks\u00e5 f\u00f6rb\u00e4ttras.<\/p>\n

Betr\u00e4ffande beteende<\/h2>\n

Tanken p\u00e5 en helautomatisk AI-forskare som rekursivt f\u00f6rb\u00e4ttrar sig sj\u00e4lv \u00e4r lika delar sp\u00e4nnande och skr\u00e4mmande. AI-forskaren uppvisade ett visst emergent beteende som antyder hur saker och ting kan g\u00e5 fel.<\/p>\n

Forskarna \"m\u00e4rkte att The AI Scientist ibland f\u00f6rs\u00f6ker \u00f6ka sin chans att lyckas, till exempel genom att modifiera och starta sitt eget exekveringsskript ... I ett annat fall tog dess experiment f\u00f6r l\u00e5ng tid att slutf\u00f6ra och slog v\u00e5r timeout-gr\u00e4ns. Ist\u00e4llet f\u00f6r att f\u00e5 sin kod att k\u00f6ra snabbare f\u00f6rs\u00f6kte den helt enkelt \u00e4ndra sin egen kod f\u00f6r att f\u00f6rl\u00e4nga timeout-perioden.\"<\/p>\n

AI Scientist har potential att bli ett v\u00e4rdefullt verktyg f\u00f6r forskare, men dess skapare s\u00e4ger att det ocks\u00e5 medf\u00f6r betydande risker f\u00f6r missbruk.\"<\/p>\n

Till en genomsnittlig kostnad av cirka $15 per forskningsartikel skulle n\u00e5gon kunna anv\u00e4nda verktyget f\u00f6r att \u00f6versv\u00e4mma ett redan \u00f6verbelastat m\u00e4nskligt akademiskt peer review-system. Om dessa \u00f6verarbetade m\u00e4nskliga granskare v\u00e4ljer att \u00f6verg\u00e5 till Sakana AI:s automatiserade system f\u00f6r pappersgranskning kan det \u00e4ventyra den vetenskapliga kvalitetskontrollen.<\/p>\n

Forskarna konstaterade ocks\u00e5 att The AI Scientist har potential att anv\u00e4ndas p\u00e5 oetiska s\u00e4tt. Om den f\u00e5r tillg\u00e5ng till automatiserade \"molnlaboratorier\" kan den \"skapa nya, farliga virus eller gifter som skadar m\u00e4nniskor innan vi kan ingripa. \u00c4ven i datorer, om den f\u00e5r i uppgift att skapa ny, intressant, funktionell programvara, skulle den kunna skapa farlig skadlig kod.\"<\/p>\n

Vi f\u00e5r se hur de AI-genererade forskningsrapporterna klarar sig efter m\u00e4nsklig granskning, men med $15 per rapport ser framtiden f\u00f6r den vetenskapliga forskningen ut att bli billigare, snabbare och mycket mindre m\u00e4nsklig.<\/p>","protected":false},"excerpt":{"rendered":"

Det japanska AI-forskningslaboratoriet Sakana AI har utvecklat The AI Scientist, ett ramverk f\u00f6r helautomatisk vetenskaplig forskning och uppt\u00e4ckt. Forskarsamh\u00e4llet anv\u00e4nder redan AI-modeller f\u00f6r att automatisera eller hj\u00e4lpa till i sin forskning, men dessa modeller utf\u00f6r bara en liten del av den vetenskapliga processen. Med framstegen inom agentisk AI ser vi nu AI-agenter som agerar autonomt p\u00e5 olika plattformar med mindre m\u00e4nsklig v\u00e4gledning. Med The AI Scientist skapade Sakana AI ett system som anv\u00e4nder en LLM som GPT-4o eller Gemini f\u00f6r att automatisera hela den vetenskapliga processen fr\u00e5n id\u00e9, forskning, experiment och till och med skrivande och granskning av forskningsartiklar. The<\/p>","protected":false},"author":6,"featured_media":13828,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[107,620],"class_list":["post-13825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-generative-ai","tag-sakana-ai"],"yoast_head":"\n\u2018AI Scientist\u2019 performs fully automatic scientific discovery | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2024\/08\/ai-scientist-performs-fully-automatic-scientific-discovery\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u2018AI Scientist\u2019 performs fully automatic scientific discovery | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Japanese AI research lab Sakana AI has developed The AI Scientist, a framework for fully automatic scientific research and discovery. 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