{"id":13512,"date":"2024-07-20T19:20:23","date_gmt":"2024-07-20T19:20:23","guid":{"rendered":"https:\/\/dailyai.com\/?p=13512"},"modified":"2024-07-22T11:57:20","modified_gmt":"2024-07-22T11:57:20","slug":"is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems","status":"publish","type":"post","link":"https:\/\/dailyai.com\/da\/2024\/07\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\/","title":{"rendered":"Er 'frygt' n\u00f8glen til at bygge mere tilpasningsdygtige, modstandsdygtige og naturlige AI-systemer?"},"content":{"rendered":"<p><b>AI-forskningen er drevet af jagten p\u00e5 stadig st\u00f8rre raffinement, hvilket inkluderer tr\u00e6ning af systemer til at t\u00e6nke og opf\u00f8re sig som mennesker.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Det endelige m\u00e5l? Hvem ved det? M\u00e5let for nu? At skabe autonome, generaliserede AI-agenter, der er i stand til at udf\u00f8re en bred vifte af opgaver.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dette koncept kaldes normalt kunstig generel intelligens (AGI) eller superintelligens.<\/span><\/p>\n<p>Det er en udfordring at pr\u00e6cisere, hvad AGI indeb\u00e6rer, fordi der stort set ikke er enighed om, hvad \"intelligens\" er, eller hvorn\u00e5r eller hvordan kunstige systemer kan opn\u00e5 det.<\/p>\n<p><span style=\"font-weight: 400;\">Skeptikere mener endda, at AI i sin nuv\u00e6rende tilstand aldrig rigtig kan opn\u00e5 generel intelligens.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Professor Tony Prescott og Dr. Stuart Wilson fra University of Sheffield\u00a0<a href=\"https:\/\/www.sheffield.ac.uk\/news\/ai-unlikely-gain-human-cognition-unless-connected-real-world-through-robots\" target=\"_blank\" rel=\"noopener\">beskrevne generative sprogmodeller<\/a>som ChatGPT, som i sagens natur er begr\u00e6nsede, fordi de er \"kropsl\u00f8se\" og ikke har nogen sanseopfattelse eller forankring i den naturlige verden.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Metas chefforsker i AI, Yann LeCun, sagde, at selv en huskats intelligens er ufatteligt meget mere avanceret end nutidens bedste AI-systemer.\u00a0<\/span><\/p>\n<p>\"Men hvorfor er de systemer ikke lige s\u00e5 kloge som en kat?\" <a href=\"https:\/\/observer.com\/2024\/02\/metas-a-i-chief-yann-lecun-explains-why-a-house-cat-is-smarter-than-the-best-a-i\/\" target=\"_blank\" rel=\"noopener\">LeCun spurgte<\/a> p\u00e5 World Government Summit i Dubai.<\/p>\n<p>\"En kat kan huske, kan forst\u00e5 den fysiske verden, kan planl\u00e6gge komplekse handlinger, kan r\u00e6sonnere p\u00e5 et vist niveau - faktisk meget bedre end de st\u00f8rste LLM'er. Det fort\u00e6ller dig, at vi mangler noget konceptuelt stort for at f\u00e5 maskiner til at v\u00e6re lige s\u00e5 intelligente som dyr og mennesker.\"<\/p>\n<p><span style=\"font-weight: 400;\">Selv om disse f\u00e6rdigheder m\u00e5ske ikke er n\u00f8dvendige for at opn\u00e5 AGI, er der en vis enighed om, at det at flytte komplekse AI-systemer fra laboratoriet til den virkelige verden vil kr\u00e6ve, at man adopterer adf\u00e6rd, der ligner den, der er observeret hos naturlige organismer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00e5 hvordan kan dette opn\u00e5s? En tilgang er at dissekere elementer af kognition og finde ud af, hvordan AI-systemer kan efterligne dem.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Et tidligere DailyAI-essay unders\u00f8gte <\/span><a href=\"https:\/\/dailyai.com\/da\/2024\/04\/the-paradox-of-curiosity-in-the-age-of-ai\/\"><span style=\"font-weight: 400;\">Nysgerrighed<\/span><\/a><span style=\"font-weight: 400;\"> og dens evne til at lede organismer mod nye oplevelser og m\u00e5l, hvilket fremmer den kollektive udvikling af den naturlige verden.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Men der er en anden f\u00f8lelse - en anden v\u00e6sentlig del af vores eksistens - som AGI kunne drage fordel af. Og det er frygt.\u00a0<\/span><\/p>\n<h2>Hvordan AI kan l\u00e6re af biologisk frygt<\/h2>\n<p><span style=\"font-weight: 400;\">Langt fra at v\u00e6re en svaghed eller en fejl er frygt et af evolutionens mest potente redskaber til at holde organismerne i sikkerhed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Amygdala er den centrale struktur, der styrer frygt hos hvirveldyr. Hos mennesker er det en lille, mandelformet struktur, der ligger dybt inde i hjernens tindingelapper.\u00a0<\/span><\/p>\n<figure id=\"attachment_13513\" aria-describedby=\"caption-attachment-13513\" style=\"width: 500px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13513 size-full\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/24024310606_215e426a02.jpg\" alt=\"Amygdala\" width=\"500\" height=\"288\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/24024310606_215e426a02.jpg 500w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/24024310606_215e426a02-300x173.jpg 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/24024310606_215e426a02-18x10.jpg 18w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/24024310606_215e426a02-60x35.jpg 60w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><figcaption id=\"caption-attachment-13513\" class=\"wp-caption-text\">Amygdala styrer prim\u00e6rt frygtreaktionen hos hvirveldyr.<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Amygdala kaldes ofte for \"frygtcentret\" og fungerer som et tidligt advarselssystem, der konstant scanner indkommende sanseinformation for potentielle trusler.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u00e5r en trussel opdages - uanset om det er den pludselige slingren fra en bremsende bil foran os eller en skygge, der bev\u00e6ger sig i m\u00f8rket - g\u00e5r amygdala i aktion og udl\u00f8ser en kaskade af fysiologiske og adf\u00e6rdsm\u00e6ssige \u00e6ndringer, der er optimeret til hurtig forsvarsreaktion:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hjertefrekvensen og blodtrykket stiger og forbereder kroppen p\u00e5 \"kamp eller flugt\"<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Opm\u00e6rksomheden indsn\u00e6vres og sk\u00e6rpes, og der fokuseres p\u00e5 farekilden<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reflekserne bliver hurtigere og g\u00f8r musklerne klar til at undvige p\u00e5 et splitsekund<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kognitiv behandling skifter til en hurtig, intuitiv, \"hellere sikker end ked af det\"-tilstand<\/span><\/li>\n<\/ul>\n<p>Denne reaktion er ikke en simpel refleks, men en yderst adaptiv, kontekstsensitiv r\u00e6kke af \u00e6ndringer, der fleksibelt skr\u00e6ddersyr adf\u00e6rd til arten og alvoren af den aktuelle trussel.<\/p>\n<p><span style=\"font-weight: 400;\">Det er ogs\u00e5 us\u00e6dvanligt hurtigt. Vi bliver bevidste om en trussel omkring 300-400 millisekunder efter den f\u00f8rste registrering.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Desuden fungerer amygdala ikke isoleret. Den er t\u00e6t forbundet med andre vigtige hjerneomr\u00e5der, der er involveret i opfattelse, hukommelse, r\u00e6sonnement og handling.<\/span><\/p>\n<h2>Hvorfor frygt kan gavne AI<\/h2>\n<p><span style=\"font-weight: 400;\">S\u00e5 hvorfor betyder frygt overhovedet noget i forbindelse med AI?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I biologiske systemer fungerer frygt som en afg\u00f8rende mekanisme til hurtig opdagelse og reaktion p\u00e5 trusler. Ved at efterligne dette system i AI kan vi potentielt skabe mere robuste og tilpasningsdygtige kunstige systemer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dette er is\u00e6r relevant for autonome systemer, der interagerer med den virkelige verden. Et eksempel: P\u00e5 trods af at AI-intelligens er eksploderet i de senere \u00e5r, har f\u00f8rerl\u00f8se biler stadig en tendens til at komme til kort, n\u00e5r det g\u00e6lder sikkerhed og p\u00e5lidelighed.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Myndighederne unders\u00f8ger adskillige fatale h\u00e6ndelser med selvk\u00f8rende biler, herunder Tesla-modeller med Autopilot og Full Self-Driving-funktioner.\u00a0<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Tesla i fart dr\u00e6ber 2 i Kina, bilproducent afviser p\u00e5stande om, at bremserne svigtede\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/6Kf3I_OyDlI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">I 2022 udtalte Matthew Avery, forskningsdirekt\u00f8r hos Thatcham Research, sig til The Guardian, <\/span><a href=\"https:\/\/www.theguardian.com\/technology\/2022\/mar\/27\/how-self-driving-cars-got-stuck-in-the-slow-lane\"><span style=\"font-weight: 400;\">forklarede hvorfor<\/span><\/a> <span style=\"font-weight: 400;\">f\u00f8rerl\u00f8se biler har v\u00e6ret s\u00e5 udfordrende at forfine<\/span><span style=\"font-weight: 400;\">:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Nummer et er, at det her er sv\u00e6rere, end producenterne var klar over,\" siger Avery.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Avery vurderer, at omkring 80% af de autonome k\u00f8refunktioner involverer relativt enkle opgaver som at f\u00f8lge vognbanen og undg\u00e5 forhindringer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">De n\u00e6ste handlinger er dog meget mere udfordrende. \"Den sidste 10% er virkelig sv\u00e6r,\" understreger Avery, \"som n\u00e5r du har en ko, der st\u00e5r midt p\u00e5 vejen og ikke vil flytte sig.\"<\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u00f8er er selvf\u00f8lgelig ikke frygtindgydende i sig selv. Men enhver koncentreret bilist vil nok overveje sine chancer for at stoppe, hvis han eller hun suser mod en i h\u00f8j fart.\u00a0<\/span><\/p>\n<p>Et AI-systems evne til pr\u00e6cist at identificere en ko og tr\u00e6ffe passende beslutninger afh\u00e6nger i h\u00f8j grad af dets grundl\u00e6ggende tr\u00e6ning med relevante data.<\/p>\n<p>Men denne indledende tr\u00e6ning er m\u00e5ske ikke altid tilstr\u00e6kkelig til at afv\u00e6rge farer, is\u00e6r n\u00e5r AI'en st\u00f8der p\u00e5 ukendte objekter eller scenarier (kaldet \"edge cases\").<\/p>\n<p>For at l\u00f8se dette behandler avancerede AI-systemer data i realtid og l\u00e6rer l\u00f8bende, s\u00e5 de kan tilpasse sig og forbedre beslutningsevnen over tid.<\/p>\n<p>Ikke desto mindre er det langt fra naturens dybt integrerede, intuitive advarselssystemer. En menneskelig chauff\u00f8r kan instinktivt bremse ved den blotte antydning af en forhindring, selv f\u00f8r han helt har forst\u00e5et, hvad det er.<\/p>\n<p>Afg\u00f8rende er det ogs\u00e5, at naturlige frygtbaserede reaktioner er meget tilpasningsdygtige og generaliseres godt til nye situationer. Et AI-system, der er tr\u00e6net med en ny frygtlignende mekanisme, kan v\u00e6re bedre rustet til at h\u00e5ndtere uforudsete scenarier end et system, der bruger traditionelle teknikker til forst\u00e6rkningsl\u00e6ring (RL).<\/p>\n<p>Der er en hage ved alt dette: Mennesker tr\u00e6ffer heller ikke altid de rigtige beslutninger. Det \u00e6ndrer ikke ved den tillid, der kr\u00e6ves for sikkert at udrulle autonome k\u00f8ret\u00f8jer i massevis. Folk tolererer menneskelige fejl p\u00e5 grund af fortrolighed, men ser skeptisk p\u00e5 maskinfejl.<\/p>\n<p>Man kan sige, at det er et tilf\u00e6lde af \"hellere den dj\u00e6vel, du kender, end den dj\u00e6vel, du ikke kender\". For at f\u00e5 udbredt accept af autonome k\u00f8ret\u00f8jer er producenterne n\u00f8dt til at vise, at de er p\u00e5lidelige og i stand til at h\u00e5ndtere fejl lige s\u00e5 sikkert som mennesker.<\/p>\n<p><span style=\"font-weight: 400;\">At give AI-systemer en dybere f\u00f8lelse af frygt kan v\u00e6re en alternativ, hurtigere og mere effektiv m\u00e5de at opn\u00e5 dette p\u00e5 end med traditionelle metoder.\u00a0<\/span><\/p>\n<h2>Dekonstruktion af frygt: indsigt fra bananfluen<\/h2>\n<p><span style=\"font-weight: 400;\">Vi er langt fra at udvikle kunstige systemer, der kan genskabe de integrerede, specialiserede neurale regioner i biologiske hjerner. Men det betyder ikke, at vi ikke kan modellere disse mekanismer p\u00e5 andre m\u00e5der.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00e5 lad os zoome ud fra amygdala og se p\u00e5, hvordan hvirvell\u00f8se dyr - f.eks. sm\u00e5 insekter - opdager og bearbejder frygt. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Selv om de ikke har en struktur, der er direkte analog med amygdala, betyder det ikke, at de mangler kredsl\u00f8b, der opn\u00e5r et lignende m\u00e5l.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For eksempel har nylige unders\u00f8gelser af frygtreaktioner hos <\/span><i><span style=\"font-weight: 400;\">Drosophila melanogaster,<\/span><\/i><span style=\"font-weight: 400;\"> den almindelige bananflue, gav sp\u00e6ndende indsigt i de grundl\u00e6ggende byggesten i primitive f\u00f8lelser.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I en<\/span> <a href=\"https:\/\/www.sciencedaily.com\/releases\/2015\/05\/150514132907.htm\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">eksperiment<\/span><\/a><span style=\"font-weight: 400;\"> udf\u00f8rt p\u00e5 Caltech i 2015, har forskere ledet af <a href=\"https:\/\/www.bbe.caltech.edu\/people\/david-j-anderson\" target=\"_blank\" rel=\"noopener\">David Anderson<\/a> udsat flyver til en skygge over hovedet, der er designet til at efterligne et rovdyr, der n\u00e6rmer sig.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ved hj\u00e6lp af h\u00f8jhastighedskameraer og maskinsynsalgoritmer analyserede de omhyggeligt fluernes adf\u00e6rd og ledte efter tegn p\u00e5 det, Anderson kalder \"f\u00f8lelsesprimitiver\" - de grundl\u00e6ggende komponenter i en f\u00f8lelsesm\u00e6ssig tilstand.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det er bem\u00e6rkelsesv\u00e6rdigt, at fluerne udviste en r\u00e6kke adf\u00e6rdsm\u00f8nstre, der n\u00f8je svarede til de frygtreaktioner, man ser hos pattedyr.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Da skyggen dukkede op, stivnede fluerne p\u00e5 stedet, og deres vinger blev lagt p\u00e5 skr\u00e5 for at forberede en hurtig flugt.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Da truslen fortsatte, tog nogle fluer flugten og fl\u00f8j v\u00e6k fra skyggen i h\u00f8j fart. Andre forblev frosne i en l\u00e6ngere periode, hvilket tyder p\u00e5 en tilstand af \u00f8get ophidselse og \u00e5rv\u00e5genhed.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"En flue fryser og flygter som reaktion p\u00e5 en skygge over hovedet\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/c2P73Mgi3UQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">Det afg\u00f8rende er, at disse reaktioner ikke blot var reflekser, der blev udl\u00f8st automatisk af den visuelle stimulus. I stedet s\u00e5 de ud til at afspejle en vedvarende indre tilstand, en slags \"fluefrygt\", der fortsatte, selv efter at truslen var overst\u00e5et.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dette var tydeligt i det faktum, at fluernes \u00f8gede defensive adf\u00e6rd kunne fremkaldes af en anden stimulus (et pust af luft), selv minutter efter den f\u00f8rste eksponering for skyggen.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Desuden skalerede intensiteten og varigheden af frygtreaktionen med trusselsniveauet. Fluer, der blev udsat for flere skyggepr\u00e6sentationer, viste gradvist st\u00e6rkere og l\u00e6ngerevarende forsvarsadf\u00e6rd, hvilket tyder p\u00e5 en slags \"frygtindl\u00e6ring\", der gjorde det muligt for dem at kalibrere deres reaktion baseret p\u00e5 farens alvor og hyppighed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Som Anderson og hans team h\u00e6vder, tyder disse resultater p\u00e5, at byggestenene i f\u00f8lelsesm\u00e6ssige tilstande - vedholdenhed, skalerbarhed og generalisering - er til stede selv i de simpleste skabninger.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hvis vi kan afkode, hvordan enklere organismer som bananfluer bearbejder og reagerer p\u00e5 trusler, kan vi potentielt udlede kerneprincipperne for adaptiv, selvbevarende adf\u00e6rd. <\/span><\/p>\n<p>Primitive former for frygt kan bruges til at udvikle AI-systemer, der er mere robuste, sikrere og tilpasset risici og udfordringer i den virkelige verden.<\/p>\n<h2>Indf\u00f8rer AI med frygtkredsl\u00f8b<\/h2>\n<p><span style=\"font-weight: 400;\">Det er en god teori, men kan AI v\u00e6re gennemsyret af en autentisk, funktionel form for 'frygt' i praksis? <\/span><\/p>\n<p><span style=\"font-weight: 400;\">En sp\u00e6ndende\u00a0<a href=\"https:\/\/ieeexplore.ieee.org\/document\/10273631\" target=\"_blank\" rel=\"noopener\">unders\u00f8gelse<\/a> unders\u00f8gte netop dette med henblik p\u00e5 at forbedre sikkerheden i f\u00f8rerl\u00f8se biler og andre autonome systemer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Frygt-neuro-inspireret forst\u00e6rkningsl\u00e6ring til sikker autonom k\u00f8rsel\", ledet af <a href=\"https:\/\/dr.ntu.edu.sg\/cris\/rp\/rp00161\" target=\"_blank\" rel=\"noopener\">Chen Lv<\/a> p\u00e5 Nanyang Technological University, Singapore, udviklede en frygt-neuro-inspireret forst\u00e6rkningsl\u00e6ring (FNI-RL) til forbedring af f\u00f8rerl\u00f8se bilers ydeevne.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ved at opbygge AI-systemer, der kan genkende og reagere p\u00e5 de subtile signaler og m\u00f8nstre, der udl\u00f8ser menneskelig defensiv k\u00f8rsel - det, de kalder \"frygtneuroner\" - kan vi m\u00e5ske skabe selvk\u00f8rende biler, der navigerer p\u00e5 vejen med den intuitive forsigtighed og risikof\u00f8lsomhed, de har brug for.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">FNI-RL-rammen oms\u00e6tter n\u00f8gleprincipperne i hjernens frygtkredsl\u00f8b til en beregningsmodel for trusselsf\u00f8lsom k\u00f8rsel, s\u00e5 et autonomt k\u00f8ret\u00f8j kan l\u00e6re og anvende adaptive forsvarsstrategier i realtid.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det involverer tre n\u00f8glekomponenter, der er modelleret efter kerneelementer i den neurale frygtrespons:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">En \"frygtmodel\", der l\u00e6rer at genkende og vurdere k\u00f8resituationer, der signalerer \u00f8get kollisionsrisiko, og som spiller en rolle, der er analog med amygdalas trusselsdetekterende funktioner.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Et \"adversarial imagination\"-modul, der mentalt simulerer farlige scenarier, s\u00e5 systemet sikkert kan \"\u00f8ve\" defensive man\u00f8vrer uden konsekvenser i den virkelige verden - en form for risikofri l\u00e6ring, der minder om den mentale \u00f8velseskapacitet hos menneskelige bilister.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">En \"frygtbegr\u00e6nset\" beslutningsmotor, der vejer potentielle handlinger ikke kun ud fra deres umiddelbart forventede bel\u00f8nning (f.eks. fremskridt mod en destination), men ogs\u00e5 ud fra deres vurderede risikoniveau, som det fremg\u00e5r af frygtmodellen og komponenterne i den fjendtlige fantasi. Dette afspejler amygdalas rolle i fleksibelt at styre adf\u00e6rd baseret p\u00e5 en l\u00f8bende beregning af trussel og sikkerhed.<\/span><\/li>\n<\/ol>\n<figure id=\"attachment_13515\" aria-describedby=\"caption-attachment-13515\" style=\"width: 871px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13515 size-full\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar.png\" alt=\"Ai bil\" width=\"871\" height=\"435\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar.png 871w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar-300x150.png 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar-768x384.png 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar-18x9.png 18w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/aicar-60x30.png 60w\" sizes=\"auto, (max-width: 871px) 100vw, 871px\" \/><figcaption id=\"caption-attachment-13515\" class=\"wp-caption-text\">Skematisk oversigt over FNI-RL-rammen: (a) Hjerneinspirerede RL-systemer. (b) Modsatrettet fantasimodul, der simulerer amygdalas funktion. (c) Frygt-begr\u00e6nset akt\u00f8r-kritisk mekanisme. (d) Interaktionssl\u00f8jfe mellem agent og milj\u00f8. Kilde: <a href=\"https:\/\/www.researchgate.net\/publication\/374773654_Fear-Neuro-Inspired_Reinforcement_Learning_for_Safe_Autonomous_Driving\">ResearchGate<\/a>.<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">For at s\u00e6tte systemet p\u00e5 pr\u00f8ve testede forskerne det i en r\u00e6kke high-fidelity k\u00f8resimulationer med udfordrende, sikkerhedskritiske scenarier:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pludselige afsk\u00e6ringer og undvigeman\u00f8vrer fra aggressive bilister<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Uberegnelige fodg\u00e6ngere g\u00e5r over stregen i trafikken<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Skarpe sving og blinde hj\u00f8rner med begr\u00e6nset udsyn<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Glatte veje og d\u00e5rlige vejrforhold<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">P\u00e5 tv\u00e6rs af disse tests viste de FNI-RL-udstyrede k\u00f8ret\u00f8jer en bem\u00e6rkelsesv\u00e6rdig sikkerhedspr\u00e6station, der konsekvent overgik menneskelige chauff\u00f8rer og traditionelle forst\u00e6rkningsl\u00e6ringsteknikker (RL) for at undg\u00e5 kollisioner og \u00f8ve defensive k\u00f8ref\u00e6rdigheder.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I et sl\u00e5ende eksempel lykkedes det FNI-RL-systemet at navigere i en pludselig trafiksammenl\u00e6gning i h\u00f8j hastighed med en succesrate p\u00e5 90% sammenlignet med kun 60% for en state-of-the-art RL-baseline.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den opn\u00e5ede endda sikkerhedsforbedringer uden at g\u00e5 p\u00e5 kompromis med k\u00f8reegenskaber eller passagerkomfort.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I andre tests unders\u00f8gte forskerne FNI-RL-systemets evne til at l\u00e6re og generalisere defensive strategier p\u00e5 tv\u00e6rs af k\u00f8rselsmilj\u00f8er.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I en simulering af et travlt bykryds l\u00e6rte AI'en i l\u00f8bet af f\u00e5 fors\u00f8g at genkende de afsl\u00f8rende tegn p\u00e5 en hensynsl\u00f8s bilist - pludselige vognbaneskift, aggressiv acceleration - og pr\u00e6ventivt justere sin egen adf\u00e6rd for at give en st\u00f8rre afstand.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bem\u00e6rkelsesv\u00e6rdigt nok var systemet derefter i stand til at overf\u00f8re denne indl\u00e6rte forsigtighed til et nyt motorvejsscenarie, hvor det automatisk registrerede farlige indsk\u00e6ringsman\u00f8vrer og reagerede med undvigeman\u00f8vrer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dette viser potentialet i neuralt inspireret f\u00f8lelsesm\u00e6ssig intelligens til at forbedre sikkerheden og robustheden i autonome k\u00f8resystemer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ved at udstyre k\u00f8ret\u00f8jer med en \"digital amygdala\", der er indstillet p\u00e5 de viscerale signaler om risiko i trafikken, kan vi m\u00e5ske skabe selvk\u00f8rende biler, der kan navigere i udfordringerne p\u00e5 den \u00e5bne vej med en flydende, proaktiv defensiv bevidsthed.<\/span><\/p>\n<h2>P\u00e5 vej mod en videnskab om f\u00f8lelsesm\u00e6ssigt bevidst robotteknologi<\/h2>\n<p><span style=\"font-weight: 400;\">Mens de seneste AI-fremskridt har v\u00e6ret baseret p\u00e5 brutal regnekraft, lader forskere sig nu inspirere af menneskelige f\u00f8lelsesm\u00e6ssige reaktioner for at skabe smartere og mere adaptive kunstige systemer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dette paradigme, kaldet \"<\/span><a href=\"https:\/\/dailyai.com\/da\/2023\/08\/the-evolution-of-bio-inspired-ai-developments-and-future-direction\/\"><span style=\"font-weight: 400;\">bio-inspireret AI<\/span><\/a><span style=\"font-weight: 400;\">.\" str\u00e6kker sig ud over selvk\u00f8rende biler til omr\u00e5der som produktion, sundhedspleje og udforskning af rummet.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Der er mange sp\u00e6ndende vinkler at udforske. For eksempel er man ved at udvikle roboth\u00e6nder med \"digitale nociceptorer\", der efterligner smertereceptorer, s\u00e5 man kan reagere hurtigt p\u00e5 potentielle skader.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Med hensyn til hardware, <\/span><a href=\"https:\/\/research.ibm.com\/blog\/analog-ai-chip-inference\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">IBM's bio-inspirerede analoge chips<\/span><\/a><span style=\"font-weight: 400;\"> bruger \"memristorer\" til at lagre varierende numeriske v\u00e6rdier, hvilket reducerer dataoverf\u00f8rslen mellem hukommelse og processor.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">P\u00e5 samme m\u00e5de har forskere ved Indian Institute of Technology, Bombay, designet en chip til <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC9313413\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Spiking neurale netv\u00e6rk (SNN)<\/span><\/a><span style=\"font-weight: 400;\">som n\u00f8je efterligner den biologiske neuronfunktion.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Professor Udayan Ganguly fort\u00e6ller, at denne chip opn\u00e5r \"5.000 gange lavere energi pr. spike p\u00e5 et tilsvarende areal og 10 gange lavere standby-str\u00f8m\" sammenlignet med konventionelle designs.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Disse fremskridt inden for neuromorfisk databehandling bringer os t\u00e6ttere p\u00e5 det, Ganguly beskriver som \"en ekstremt str\u00f8mbesparende neurosynaptisk kerne og en on-chip-l\u00e6ringsmekanisme i realtid\", n\u00f8gleelementer til autonome, biologisk inspirerede neurale netv\u00e6rk.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ved at kombinere naturinspireret AI-teknologi med arkitekturer, der er informeret af naturlige f\u00f8lelsesm\u00e6ssige tilstande som frygt eller nysgerrighed, kan AI f\u00e5 en helt ny status.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u00e5r forskerne flytter gr\u00e6nserne, skaber de ikke bare mere effektive maskiner - de f\u00f8der potentielt en ny form for intelligens.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Efterh\u00e5nden som denne forskningslinje udvikler sig, kan autonome maskiner vandre rundt i verden blandt os og reagere p\u00e5 uforudsigelige milj\u00f8signaler med nysgerrighed, frygt og andre f\u00f8lelser, der betragtes som udpr\u00e6get menneskelige.\u00a0<\/span><\/p>\n<p>Virkningerne? Det er en helt anden historie.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI-forskningen er drevet af jagten p\u00e5 stadig st\u00f8rre raffinement, hvilket omfatter tr\u00e6ning af systemer til at t\u00e6nke og opf\u00f8re sig som mennesker. Det endelige m\u00e5l? Hvem ved det? M\u00e5let for nu? At skabe autonome, generaliserede AI-agenter, der er i stand til at udf\u00f8re en bred vifte af opgaver.  Dette koncept kaldes normalt kunstig generel intelligens (AGI) eller superintelligens. Det er en udfordring at finde ud af pr\u00e6cis, hvad AGI indeb\u00e6rer, fordi der stort set ikke er enighed om, hvad \"intelligens\" er, eller hvorn\u00e5r eller hvordan kunstige systemer kan opn\u00e5 det. Skeptikere mener endda, at AI i sin nuv\u00e6rende form aldrig rigtig kan opn\u00e5 generel intelligens.  Professor Tony Prescott og<\/p>","protected":false},"author":2,"featured_media":13516,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[350,353,105],"class_list":["post-13512","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-bio-inspired-ai","tag-biology","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Is &#039;fear&#039; the key to building more adaptable, resilient, and natural AI systems? | 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\/da\/2024\/07\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Is &#039;fear&#039; the key to building more adaptable, resilient, and natural AI systems? | DailyAI\" \/>\n<meta property=\"og:description\" content=\"AI research is fueled by the pursuit of ever-greater sophistication, which includes training systems to think and behave like humans. The end goal? Who knows. The goal for now? To create autonomous, generalized AI agents capable of performing a wide range of tasks.\u00a0 This concept is usually termed artificial general intelligence (AGI) or superintelligence. It\u2019s challenging to pinpoint precisely what AGI entails because there\u2019s virtually zero consensus on what \u2018intelligence\u2019 is, or indeed, when or how artificial systems might achieve it. Skeptics even believe that AI, in its current state, can never truly obtain general intelligence.\u00a0 Professor Tony Prescott and\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/da\/2024\/07\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-20T19:20:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-22T11:57:20+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/07\/DALL\u00b7E-2024-07-20-20.19.21-An-abstract-representation-of-fear-within-an-AI-context-featuring-the-amygdala.-The-image-should-have-a-dark-background-with-elements-of-artificial-i.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Skrevet af\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimeret l\u00e6setid\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"Is &#8216;fear&#8217; the key to building more adaptable, resilient, and natural AI systems?\",\"datePublished\":\"2024-07-20T19:20:23+00:00\",\"dateModified\":\"2024-07-22T11:57:20+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/\"},\"wordCount\":2342,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/DALL\u00b7E-2024-07-20-20.19.21-An-abstract-representation-of-fear-within-an-AI-context-featuring-the-amygdala.-The-image-should-have-a-dark-background-with-elements-of-artificial-i.webp\",\"keywords\":[\"Bio-inspired AI\",\"Biology\",\"machine learning\"],\"articleSection\":{\"1\":\"Industry\"},\"inLanguage\":\"da-DK\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/07\\\/is-fear-the-key-the-building-more-adaptable-resilient-and-natural-ai-systems\\\/\",\"name\":\"Is 'fear' the key to building more adaptable, resilient, and natural AI systems? 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