{"article":{"annotation":{"article_id":"princeton-berkeley-study-scales-empowerment-learning-agents","available_at":"2026-10-12T23:34:04.103780Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"8d61fbe157f22d55d187864d82caf26a88200c71485194d57f50aea90b1d8b7c","input_sha256":"9bda0f03ceaecae4904617f28ccfdad64360404d16ecb8ea2eadfb41c7803f21","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"US","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://arxiv.org/html/2610.13002v1"]}],"geometry":null,"id":"iso3166-1:US","kind":"country-or-area","labels":{"ar":"الولايات المتحدة الأمريكية","en":"United States of America","es":"Estados Unidos de América","fr":"États-Unis d’Amérique"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:13000000","confidence":null,"confidence_method":null,"evidence":[{"field":"category+topics","language":"en","note":"Preserved editorial category/topic; broad candidate only","source_urls":["https://arxiv.org/html/2610.13002v1"]}],"method":"controlled-rules-v1","rule_id":"technology-broad","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=de","category":"technology","content":{"key_points":[],"paragraphs":["Forschende aus Princeton und der University of California, Berkeley, veröffentlichten am 9. Oktober eine Methode, um das sogenannte Empowerment von Agenten in größeren Umgebungen zu untersuchen. Sie schätzt, wie viele Fähigkeiten von einem Zustand aus ausführbar sind, und trainiert eine Strategie, Zustände mit mehr Optionen zu erreichen.","In Craftax-Classic erreichten die Agenten den Autoren zufolge sieben bis acht von 22 Erfolgen pro Durchlauf nach einer Milliarde Umgebungsdurchläufen. Die Arbeit beschreibt auch emergentes Verhalten in Simulationen, etwa den Bau eines Hauses. Die Ergebnisse sind an konkrete Umgebungen und Messgrößen gebunden; sie belegen weder allgemeine Autonomie noch reale Robotikleistung."],"sections":[]},"corrections":[],"country":"US","data":{"blocks":[{"columns":[{"key":"indicator","label":{"ar":"المؤشر","de":"Indikator","en":"Indicator","es":"Indicador","fr":"Indicateur","pt":"Indicador","tr":"Gösterge"},"type":"text"},{"key":"count","label":{"ar":"العدد في نطاق التجربة","de":"Zahl im Versuchsrahmen","en":"Experimental scope count","es":"Cantidad en el alcance experimental","fr":"Nombre dans le périmètre expérimental","pt":"Quantidade no escopo experimental","tr":"Deney kapsamındaki sayı"},"type":"number","unit":"count"},{"key":"released","label":{"ar":"تاريخ نشر المسودة الأولية","de":"Veröffentlichungsdatum des Preprints","en":"Preprint publication date","es":"Fecha de publicación de la prepublicación","fr":"Date de publication de la prépublication","pt":"Data de publicação da pré-publicação","tr":"Ön baskının yayın tarihi"},"type":"date"}],"description":{"ar":"ميزانية التدريب في تجربة Craftax-Classic؛ ليست قياساً من العالم الحقيقي","de":"Trainingsbudget des Craftax-Classic-Experiments; keine Messung in der realen Welt","en":"Training budget in the Craftax-Classic experiment; not a real-world measure","es":"Presupuesto de entrenamiento del experimento Craftax-Classic; no es una medida del mundo real","fr":"Budget d’entraînement de l’expérience Craftax-Classic ; pas une mesure du monde réel","pt":"Orçamento de treinamento do experimento Craftax-Classic; não é uma medida do mundo real","tr":"Craftax-Classic deneyindeki eğitim bütçesi; gerçek dünya ölçümü değil"},"id":"study-experimental-scope","methodology":{"ar":"العدد الذي أوردته الورقة لنطاق التجربة؛ وليس إحصاءً وطنياً أو نتيجة ميدانية.","de":"Die Zahl bezeichnet den im Artikel genannten Versuchsrahmen; keine nationale Statistik oder Feldmessung.","en":"Count reported by the paper for its experimental scope; not a national statistic or field result.","es":"Cifra del alcance experimental indicado en el artículo; no es una estadística nacional ni un resultado de campo.","fr":"Nombre indiqué par l’article pour le périmètre expérimental ; ce n’est ni une statistique nationale ni un résultat de terrain.","pt":"Número informado no escopo experimental do artigo; não é estatística nacional nem resultado de campo.","tr":"Sayı, kaynak çalışmada bildirilen deney kapsamıdır; ulusal istatistik veya saha sonucu değildir."},"rowTranslations":[{"indicator":{"ar":"خطوات بيئة التدريب","de":"Trainingsschritte in der Umgebung","en":"Training environment steps","es":"Pasos del entorno de entrenamiento","fr":"Pas d’environnement d’entraînement","pt":"Passos do ambiente de treinamento","tr":"Eğitim ortamı adımları"}}],"rows":[{"count":1000000000,"indicator":"Training environment steps","released":"2026-10-09"}],"sourceUrls":["https://arxiv.org/html/2610.13002v1"],"title":{"ar":"نطاق الدراسة","de":"Umfang der Studie","en":"Study scope","es":"Alcance del estudio","fr":"Périmètre de l’étude","pt":"Escopo do estudo","tr":"Çalışmanın kapsamı"},"type":"table","updatedAt":"2026-10-12T23:24:06Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents/data/study-experimental-scope?lang=de&format=csv","json":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents/data/study-experimental-scope?lang=de&format=json"},"id":"study-experimental-scope"}],"data_types":["table"],"editorial_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"de","scope":"topic","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"event_id":"event-ac0619f0-eb38-5211-8aac-d799461a8e32","event_period":"2026-10-09","event_period_basis":"event-or-reference-period","id":"princeton-berkeley-study-scales-empowerment-learning-agents","image":null,"importance":0.6,"language":"de","modified_at":"2026-10-12T23:33:38+00:00","publication_basis":"publication-record","published_at":"2026-10-12T23:33:38+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"de","scope":"section","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"slug":"princeton-berkeley-study-scales-empowerment-learning-agents","sources":[{"checkedAt":"2026-10-13","name":"arXiv preprint by Princeton University and UC Berkeley researchers","publishedAt":"2026-10-09","url":"https://arxiv.org/html/2610.13002v1"}],"summary":"Die Studie nutzt Fertigkeitenlernen, um die Handlungsoptionen von Agenten in komplexen Simulationen zu erweitern.","text":"Die Studie nutzt Fertigkeitenlernen, um die Handlungsoptionen von Agenten in komplexen Simulationen zu erweitern.\n\nForschende aus Princeton und der University of California, Berkeley, veröffentlichten am 9. 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Die Ergebnisse sind an konkrete Umgebungen und Messgrößen gebunden; sie belegen weder allgemeine Autonomie noch reale Robotikleistung.","title":"Forschende aus Princeton und Berkeley skalieren Empowerment-Lernen","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=en","language":"en","url":"https://newsverum.com/en/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=es","language":"es","url":"https://newsverum.com/es/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=de","language":"de","url":"https://newsverum.com/de/news/princeton-berkeley-study-scales-empowerment-learning-agents"},{"api_url":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/princeton-berkeley-study-scales-empowerment-learning-agents"}],"url":"https://newsverum.com/de/news/princeton-berkeley-study-scales-empowerment-learning-agents"},"version":"1"}