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[Перевод] Как жидкостный искусственный интеллект конкурирует с трансформерными моделями

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Привет, на связи Юлия Рогозина, аналитик бизнес-процессов Шерпа Роботикс. Сегодня я перевела для вас статью о том, что стартап под названием Liquid AI утверждает, что модели на основе Liquid Foundational Models (M) превосходят модели на основе трансформеров, ставшие знаменитыми благодаря ChatGPT.

Несмотря на впечатляющие возможности, большинство традиционных моделей глубокого обучения сталкиваются с рядом ограничений. Одним из таких является неспособность вспомнить ранее усвоенные знания после освоения новой задачи (катастрофическое забывание) и невозможность адаптироваться к новой информации (потеря пластичности).

Жидкостные нейронные сети (Liquid Neural Networks, LNN) — это относительно новое направление, которое может решить эти проблемы благодаря динамичной архитектуре и возможностям адаптивного и непрерывного обучения.

Впервые представленные в 2020 году исследователями из MIT, жидкостные нейронные сети представляют собой тип рекуррентных нейронных сетей (RNN), которые могут эффективно обрабатывать последовательные данные. В отличие от традиционных нейронных сетей, которые обычно обучаются один раз на фиксированном наборе данных, LNN способны адаптироваться к новым данным, сохраняя при этом знания о ранее выполненных задачах. Это помогает избежать проблем, таких как катастрофическое забывание и потеря пластичности.

Модели на основе LNN, разработанные Liquid AI, предлагают улучшенную производительность при минимизации использования памяти по сравнению с большими языковыми моделями (LLM), основанными на трансформерах.

"Жидкость" в названии жидкостных нейронных сетей связана с использованием жидкостной постоянной времени (Liquid Time Constant, LTC), которая позволяет сети адаптироваться к новой информации, динамически изменяя силу связей между нейронами, но при этом оставаясь устойчивой к шуму. Важно отметить, что веса узлов в LNN ограничены, что означает, что такие сети не подвержены проблемам, таким как взрыв градиентов, которые могут привести к нестабильности модели.

По словам одного из авторов исследования, Рамина Хасани, вдохновение для создания LNN было черпано из наблюдений за нематодой C. elegans — микроскопическим круглым червем, у которой в нервной системе всего 302 нейрона. Несмотря на это, C. elegans способна генерировать «неожиданно сложные динамики». Это контрастирует с крупными глубокими нейронными сетями, которые могут содержать тысячи узлов. Целью исследователей было создание упрощенной сети с «меньшими, но более богатыми узлами».

Именно эти «богатые» связи позволяют LNN работать с относительно малыми размерами сети, что, в свою очередь, снижает требования к вычислительным ресурсам, при этом сохраняя способность моделировать сложное поведение. Снижение размера сети также делает решения, принимаемые LNN, более прозрачными и интерпретируемыми по сравнению с другими крупными моделями, которые часто воспринимаются как «черные ящики».

Эти особенности придают LNN явное преимущество при обработке различных типов данных — от изображений, видео и естественного языка до временных рядов, требующих непрерывного обучения. Меньший размер и динамичная архитектура делают LNN привлекательными для таких областей, как робототехника, автономные автомобили, дроны, а также анализ данных в финансовых рынках и медицинской диагностике. Важно, что эти системы могут эффективно функционировать в условиях, где традиционные большие языковые модели слишком громоздки для хранения и обработки.

Появление Liquid AI и Liquid Foundational Models (LFM)

Огромный потенциал Liquid Neural Networks (LNN) стал стимулом для создателей этой технологии перейти на новый этап и представить так называемые Liquid Foundational Models (LFM) — новый класс генеративных моделей ИИ от стартапа Liquid AI (соучредитель и CEO — Хасани). Эти модели значительно повышают эффективность работы, одновременно минимизируя требования к памяти, в отличие от крупных языковых моделей на базе трансформеров — той самой архитектуры глубокого обучения, которую Google представил в 2017 году, а с популяризацией ChatGPT в 2022 году она стала почти универсальным решением в индустрии.

По данным компании, Liquid Foundational Models отличаются от моделей типа GPT (Generative Pre-trained Transformer) использованием гибридной вычислительной системы, основанной на «теории динамических систем, обработке сигналов и численной линейной алгебре». Это позволяет LFMs выступать в роли универсальных моделей, которые могут обучаться на любых типах последовательных данных — будь то видео, аудио, текст, временные ряды или сигналы. При этом они достигают аналогичной производительности по сравнению с традиционными моделями глубокого обучения, но с меньшим количеством нейронов.

Особенностью LFMs является значительная экономия памяти по сравнению с моделями на базе трансформеров, особенно когда речь идет о длинных входных данных.

У традиционных моделей трансформеров, таких как GPT, кеш KV увеличивается линейно с длиной последовательности, тогда как LFMs способны обрабатывать длинные последовательности с использованием того же оборудования. Так, LFM могут обрабатывать контекст длиной до 32 тысяч токенов, что делает их пригодными для более сложных задач, таких как умные чат-боты или анализ документов.

Кроме того, результаты предыдущих исследований команды показывают, что эти системы могут служить универсальными аппроксиматорами, выраженными непрерывными машинными обучающими системами для последовательных данных. Они являются эффективными по параметрам при обучении новых навыков, обладают причинной интерпретируемостью и, будучи линейно аппроксимированными, могут эффективно моделировать долгосрочные зависимости в данных.

На данный момент компания представила три версии Liquid Foundational Models, которые в тестах либо соответствуют, либо превосходят модели на базе трансформеров схожего размера:

  • LFM-1B. Модель с 1,3 миллиарда параметров, являющаяся самой маленькой в линейке LFMs. Она характеризуется высокой плотностью и предназначена для работы в условиях ограниченных ресурсов. Первичные тесты показали, что это первая модель, не основанная на GPT, которая значительно превосходит трансформеры по производительности.

  • LFM-3B. Средняя модель с 3,1 миллиарда параметров, более устойчивая и оптимизированная для использования в периферийных устройствах, таких как дроны и мобильные устройства.

  • LFM-40B. Модель с 40,3 миллиарда параметров, предназначенная для выполнения сложных задач в облачной среде. Это «смешанная модель экспертов», которая использует несколько специализированных подмоделей для решения различных типов задач.

С их улучшенной эффективностью, динамической адаптивностью и мультимодальными возможностями, Liquid Foundational Models могут стать катализатором для следующего этапа развития генеративных технологий ИИ, бросив вызов нынешнему доминированию моделей на базе GPT. В рамках недавнего запуска продуктов компания представила Liquid DevKit — инструмент для разработчиков, который предлагает упрощенный, но при этом полноценный подход к созданию, масштабированию и интерпретации моделей LFM. Также доступен демонстрационный доступ к LFMs через платформы Liquid Playground, Lambda Chat и API, а также через Perplexity Labs.

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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