Еще интересный подход по созданию агентов (на базе Vision language модели) с RLем которые могут пользоваться Android телефоном через GUI
Вначале трейнят offline RL на данных, потом offline-to-online где агент уже сам доучивается в среде. Создали распараллеленный симулятор который одновременно может запускать 64 эмулятора андроида.
Тестировались на датасете Android-in-the-Wild (AitW). VLMка на 1.3B параметров.
* success rate подняли до 67.2%
у другого RL агента который учился через Behavior cloning был - 57.8%
Еще интересный подход по созданию агентов (на базе Vision language модели) с RLем которые могут пользоваться Android телефоном через GUI
Вначале трейнят offline RL на данных, потом offline-to-online где агент уже сам доучивается в среде. Создали распараллеленный симулятор который одновременно может запускать 64 эмулятора андроида.
Тестировались на датасете Android-in-the-Wild (AitW). VLMка на 1.3B параметров.
* success rate подняли до 67.2%
у другого RL агента который учился через Behavior cloning был - 57.8%
Ukrainian forces successfully attacked Russian vehicles in the capital city of Kyiv thanks to a public tip made through the encrypted messaging app Telegram, Ukraine's top law-enforcement agency said on Tuesday. Telegram Messenger Blocks Navalny Bot During Russian Election The news also helped traders look past another report showing decades-high inflation and shake off some of the volatility from recent sessions. The Bureau of Labor Statistics' February Consumer Price Index (CPI) this week showed another surge in prices even before Russia escalated its attacks in Ukraine. The headline CPI — soaring 7.9% over last year — underscored the sticky inflationary pressures reverberating across the U.S. economy, with everything from groceries to rents and airline fares getting more expensive for everyday consumers. This ability to mix the public and the private, as well as the ability to use bots to engage with users has proved to be problematic. In early 2021, a database selling phone numbers pulled from Facebook was selling numbers for $20 per lookup. Similarly, security researchers found a network of deepfake bots on the platform that were generating images of people submitted by users to create non-consensual imagery, some of which involved children. The company maintains that it cannot act against individual or group chats, which are “private amongst their participants,” but it will respond to requests in relation to sticker sets, channels and bots which are publicly available. During the invasion of Ukraine, Pavel Durov has wrestled with this issue a lot more prominently than he has before. Channels like Donbass Insider and Bellum Acta, as reported by Foreign Policy, started pumping out pro-Russian propaganda as the invasion began. So much so that the Ukrainian National Security and Defense Council issued a statement labeling which accounts are Russian-backed. Ukrainian officials, in potential violation of the Geneva Convention, have shared imagery of dead and captured Russian soldiers on the platform.
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