Sample-efficient active learning for materials informatics using integrated posterior variance

· · 来源:cache资讯

Almost a year ago, OPEC+ brushed aside warnings of a global supply surplus and chose to increase oil production. History seems about to repeat.

The resulting script is available here, and it worked first try to scrape up to 20,000 videos (the max limit). The resulting Python script has very Pythonic code quality following the copious rules provided by the AGENTS.md, and it’s more robust than my old script from 2021. It is most definitely not the type of output I encountered with Sonnet 4.5. There was a minor issue however: the logging is implemented naively such that the API key is leaked in the console. I added a rule to AGENTS.md but really this is the YouTube API’s fault for encouraging API keys as parameters in a GET request.

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Раскрыты подробности похищения ребенка в Смоленске09:27

長期推廣校園轉型正義的東吳大學教授陳俊宏,則樂見這次爭議帶來的補課潮。他認為,這能讓原本沉默不談的歷史禁忌,轉化成公共認知,對平復集體創傷與強化民主韌性具正向意義。「不過,傷痕要真正平撫,取決於能不能深化理解這段歷史,並轉化爲長期教育與制度工程,而不是只是短暫輿論熱度。」

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