TransformerFAM: Feedback attention is working memory
#transformer #rnn
Разобрал одну из новых архитектур трансформеров. Меня привлекла идея реализовать rnn через архитектуру attention и применение feedback токенов.
Работает все довольно просто - будем разбивать текст на блоки токенов и накапливать информацию каждого блока в обучаемых feedback токенах. А дальше каждый feedback токен помимо текстовой информации, будет брать значение предыдущего feedback токена (на этом моменте я вспомнил старые добрые лекции Andrew Ng о rnn 🚶♀️)
Заметил, что тема rnn становится популярна в последнее время (отсылка к новой статье xLSTM, которую я разберу позднее⏰)
TransformerFAM: Feedback attention is working memory
#transformer #rnn
Разобрал одну из новых архитектур трансформеров. Меня привлекла идея реализовать rnn через архитектуру attention и применение feedback токенов.
Работает все довольно просто - будем разбивать текст на блоки токенов и накапливать информацию каждого блока в обучаемых feedback токенах. А дальше каждый feedback токен помимо текстовой информации, будет брать значение предыдущего feedback токена (на этом моменте я вспомнил старые добрые лекции Andrew Ng о rnn 🚶♀️)
Заметил, что тема rnn становится популярна в последнее время (отсылка к новой статье xLSTM, которую я разберу позднее⏰)
On February 27th, Durov posted that Channels were becoming a source of unverified information and that the company lacks the ability to check on their veracity. He urged users to be mistrustful of the things shared on Channels, and initially threatened to block the feature in the countries involved for the length of the war, saying that he didn’t want Telegram to be used to aggravate conflict or incite ethnic hatred. He did, however, walk back this plan when it became clear that they had also become a vital communications tool for Ukrainian officials and citizens to help coordinate their resistance and evacuations. Again, in contrast to Facebook, Google and Twitter, Telegram's founder Pavel Durov runs his company in relative secrecy from Dubai. Since January 2022, the SC has received a total of 47 complaints and enquiries on illegal investment schemes promoted through Telegram. These fraudulent schemes offer non-existent investment opportunities, promising very attractive and risk-free returns within a short span of time. They commonly offer unrealistic returns of as high as 1,000% within 24 hours or even within a few hours. But Telegram says people want to keep their chat history when they get a new phone, and they like having a data backup that will sync their chats across multiple devices. And that is why they let people choose whether they want their messages to be encrypted or not. When not turned on, though, chats are stored on Telegram's services, which are scattered throughout the world. But it has "disclosed 0 bytes of user data to third parties, including governments," Telegram states on its website. Recently, Durav wrote on his Telegram channel that users' right to privacy, in light of the war in Ukraine, is "sacred, now more than ever."
from de
