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%
NEWS Soloviev also promoted the channel in a post he shared on his own Telegram, which has 580,000 followers. The post recommended his viewers subscribe to "War on Fakes" in a time of fake news. That hurt tech stocks. For the past few weeks, the 10-year yield has traded between 1.72% and 2%, as traders moved into the bond for safety when Russia headlines were ugly—and out of it when headlines improved. Now, the yield is touching its pandemic-era high. If the yield breaks above that level, that could signal that it’s on a sustainable path higher. Higher long-dated bond yields make future profits less valuable—and many tech companies are valued on the basis of profits forecast for many years in the future. In the past, it was noticed that through bulk SMSes, investors were induced to invest in or purchase the stocks of certain listed companies. In February 2014, the Ukrainian people ousted pro-Russian president Viktor Yanukovych, prompting Russia to invade and annex the Crimean peninsula. By the start of April, Pavel Durov had given his notice, with TechCrunch saying at the time that the CEO had resisted pressure to suppress pages criticizing the Russian government.
from sg
