{"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=en","category":"technology","content":{"key_points":[],"paragraphs":["Researchers at the Kurchatov Institute, MEPhI and the Moscow Institute of Physics and Technology published a study on 9 October using multi-agent language models to tune selected neural-network components. The framework separates hypothesis generation, coding and experiment logging while leaving the network’s overall architecture fixed. The collaboration also includes a researcher from Harbin Institute of Technology in China.","Tests covered spiking-neural-network classification on MNIST and Digits, plus differential-equation problems using physics-informed neural networks. The paper reports improvements on some measures, but notes that the single-soliton test with an analytical solution allowed the known formula to be supplied and therefore does not measure a complex independent search. The results are experimental and limited to the tasks and configurations studied."],"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=en&format=csv","json":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning/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 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The framework separates hypothesis generation, coding and experiment logging while leaving the network’s overall architecture fixed. The collaboration also includes a researcher from Harbin Institute of Technology in China.\n\nTests covered spiking-neural-network classification on MNIST and Digits, plus differential-equation problems using physics-informed neural networks. The paper reports improvements on some measures, but notes that the single-soliton test with an analytical solution allowed the known formula to be supplied and therefore does not measure a complex independent search. The results are experimental and limited to the tasks and configurations studied.","title":"Russian researchers test multi-agent LLM system for neural-network tuning","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/en/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},"version":"1"}