{"article":{"annotation":{"article_id":"russian-researchers-test-llm-agents-for-neural-network-tuning","available_at":"2026-10-12T23:34:06.439590Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"5381a8917e05642b7235056d2bbb858c8fc94e376c742d2d56f31db4d1e4634c","input_sha256":"d995739cfd80b841a35db476ccd98152da282e88d03e1096a62fc978ada48482","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":"RU","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://arxiv.org/html/2610.13663v1"]}],"geometry":null,"id":"iso3166-1:RU","kind":"country-or-area","labels":{"ar":"الاتحاد الروسي","en":"Russian Federation","es":"Federación de Rusia","fr":"Fédération de Russie"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:20001298","confidence":null,"confidence_method":null,"evidence":[{"field":"en.title+en.summary","language":"en","note":"Subject suggested from the title or summary: LLM","source_urls":["https://arxiv.org/html/2610.13663v1"]}],"method":"controlled-rules-v1","rule_id":"artificial-intelligence","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=fr","category":"technology","content":{"key_points":[],"paragraphs":["Des chercheurs de l’Institut Kurchatov, de l’Université nationale de recherche nucléaire MEPhI et de l’Institut de physique et de technologie de Moscou ont publié le 9 octobre une étude sur des agents de modèles de langage réglant des composants précis de réseaux neuronaux. Le système sépare la formulation d’hypothèses, la programmation et le suivi des expériences, tout en gardant fixe l’architecture générale du réseau. La collaboration comprend aussi un chercheur de l’Institut de technologie de Harbin en Chine.","Les essais portaient sur la classification par réseaux à impulsions sur MNIST et Digits ainsi que sur des équations différentielles avec des réseaux informés par la physique. L’article signale des améliorations sur certaines mesures, mais précise que le test du soliton à solution analytique permettait d’intégrer une formule connue et ne mesure donc pas une recherche complexe indépendante. Les résultats restent expérimentaux et limités aux tâches et configurations étudiées."],"sections":[]},"corrections":[],"country":"RU","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":"مهمتا تصنيف نبضي وثلاث مسائل معادلات تفاضلية","de":"Zwei Spiking-Klassifikations- und drei Differentialgleichungsaufgaben","en":"Two spiking-classification and three differential-equation tasks","es":"Dos tareas de clasificación con impulsos y tres ecuaciones diferenciales","fr":"Deux tâches de classification impulsionnelle et trois équations différentielles","pt":"Duas tarefas de classificação por pulsos e três equações diferenciais","tr":"İki spiking sınıflandırma ve üç diferansiyel denklem görevi"},"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":"المهام التجريبية المقيمة","de":"Bewertete Versuchsaufgaben","en":"Experimental tasks evaluated","es":"Tareas experimentales evaluadas","fr":"Tâches expérimentales évaluées","pt":"Tarefas experimentais avaliadas","tr":"İncelenen deney görevi"}}],"rows":[{"count":5,"indicator":"Experimental tasks evaluated","released":"2026-10-09"}],"sourceUrls":["https://arxiv.org/html/2610.13663v1"],"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/russian-researchers-test-llm-agents-for-neural-network-tuning/data/study-experimental-scope?lang=fr&format=csv","json":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning/data/study-experimental-scope?lang=fr&format=json"},"id":"study-experimental-scope"}],"data_types":["table"],"editorial_illustration":{"alt":"Illustration conceptuelle de la technologie, des processeurs et des informations connectées.","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":"fr","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-e900e80d-9728-5616-a2f5-dcd564067fc3","event_period":"2026-10-09","event_period_basis":"event-or-reference-period","id":"russian-researchers-test-llm-agents-for-neural-network-tuning","image":null,"importance":0.6,"language":"fr","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":"Illustration conceptuelle de la technologie, des processeurs et des informations connectées.","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":"fr","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":"russian-researchers-test-llm-agents-for-neural-network-tuning","sources":[{"checkedAt":"2026-10-13","name":"arXiv preprint by Kurchatov Institute, MEPhI and MIPT researchers","publishedAt":"2026-10-09","url":"https://arxiv.org/html/2610.13663v1"}],"summary":"Des équipes de Kurchatov, MEPhI et MIPT ont réglé certains modules de réseaux fixes sur cinq tâches de classification et de physique.","text":"Des équipes de Kurchatov, MEPhI et MIPT ont réglé certains modules de réseaux fixes sur cinq tâches de classification et de physique.\n\nDes chercheurs de l’Institut Kurchatov, de l’Université nationale de recherche nucléaire MEPhI et de l’Institut de physique et de technologie de Moscou ont publié le 9 octobre une étude sur des agents de modèles de langage réglant des composants précis de réseaux neuronaux. Le système sépare la formulation d’hypothèses, la programmation et le suivi des expériences, tout en gardant fixe l’architecture générale du réseau. La collaboration comprend aussi un chercheur de l’Institut de technologie de Harbin en Chine.\n\nLes essais portaient sur la classification par réseaux à impulsions sur MNIST et Digits ainsi que sur des équations différentielles avec des réseaux informés par la physique. L’article signale des améliorations sur certaines mesures, mais précise que le test du soliton à solution analytique permettait d’intégrer une formule connue et ne mesure donc pas une recherche complexe indépendante. Les résultats restent expérimentaux et limités aux tâches et configurations étudiées.","title":"Des chercheurs russes testent un système multi-agents pour régler des réseaux neuronaux","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=en","language":"en","url":"https://newsverum.com/en/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=es","language":"es","url":"https://newsverum.com/es/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=de","language":"de","url":"https://newsverum.com/de/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/russian-researchers-test-llm-agents-for-neural-network-tuning"}],"url":"https://newsverum.com/fr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},"version":"1"}