{"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=en","category":"technology","content":{"key_points":[],"paragraphs":["Researchers at Princeton University and the University of California, Berkeley published a method on 9 October for studying agent empowerment at larger scales. The approach estimates how many executable skills are available from a state, then trains a policy to reach states that offer more options.","In Craftax-Classic, the authors report that agents achieved seven to eight of 22 achievements per rollout after one billion environment steps. The paper also describes behaviors that emerged in simulation, such as building shelter. These results concern specific environments and metrics; the authors do not demonstrate general autonomy or performance in deployed robots or systems."],"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=en&format=csv","json":"https://newsverum.com/api/v1/articles/princeton-berkeley-study-scales-empowerment-learning-agents/data/study-experimental-scope?lang=en&format=json"},"id":"study-experimental-scope"}],"data_types":["table"],"editorial_illustration":{"alt":"Conceptual illustration of technology, processors and connected information.","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":"en","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":"en","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":"Conceptual illustration of technology, processors and connected information.","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":"en","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":"The study uses skill learning to increase agents’ options in complex simulated environments.","text":"The study uses skill learning to increase agents’ options in complex simulated environments.\n\nResearchers at Princeton University and the University of California, Berkeley published a method on 9 October for studying agent empowerment at larger scales. The approach estimates how many executable skills are available from a state, then trains a policy to reach states that offer more options.\n\nIn Craftax-Classic, the authors report that agents achieved seven to eight of 22 achievements per rollout after one billion environment steps. The paper also describes behaviors that emerged in simulation, such as building shelter. These results concern specific environments and metrics; the authors do not demonstrate general autonomy or performance in deployed robots or systems.","title":"Princeton and Berkeley researchers scale empowerment learning","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/en/news/princeton-berkeley-study-scales-empowerment-learning-agents"},"version":"1"}