{"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. 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El sistema separa la formulación de hipótesis, la programación y el registro de experimentos, mientras mantiene fija la arquitectura general. La colaboración también incluye a un investigador del Instituto de Tecnología de Harbin, en China.","Las pruebas incluyeron clasificación con redes de impulsos en MNIST y Digits y problemas de ecuaciones diferenciales con redes informadas por la física. El artículo comunica mejoras en algunas métricas, pero advierte que la prueba del solitón con solución analítica permitía incorporar la fórmula conocida y no mide una búsqueda compleja independiente. 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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 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