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Как взламывают биометрию и заставляют нейросети придумывать способы атак: топ-6 докладов с PHDays о ML и AI

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Машинное обучение — особенно генеративные нейронные сети, такие как ChatGPT, — меняет мир нечеловеческими темпами. Разработчиков на некоторых дистанционных собеседованиях просят направить веб-камеру на рабочее место и клавиатуру, чтобы понимать, самостоятельно ли соискатель выполняет задания. Amazon ограничивает авторов самиздата загрузкой на сайт трех книг в день — фанфики и другая проза создаются неестественно быстро для «кожаных мешков». Поумневшие чат-боты приводят к массовым увольнениям сотрудников поддержки, а дизайнеры опасаются уступить конкуренцию Midjourney и Playground v2.

Генеративный AI словно говорит человечеству: «Сосредоточьтесь на важном, а я займусь искусствами, этими избыточными павлиньими хвостами хомосапиенсов, и рутиной». Люди ставят задачи, а огромная AI-фабрика по созданию цифрового контента их выполняет. Мечта многих, получается, осуществилась? Но преступники тоже используют AI или находят способы обмануть умные системы. Об угрозах ML и AI, в том числе для информационной безопасности, мы будем говорить в традиционном треке на киберфестивале Positive Hack Days 2. У вас есть время подать заявку до 15 марта, чтобы поделиться своим исследованием с 23 по 26 мая на стадионе «Лужники». А сейчас расскажем о некоторых любопытных докладах прошлых лет на ML-треке PHDays.

№ 1. Атаки на биометрию уже освоили достаточно приземленные мошенники. У пользователя взламывают Telegram, находят записи голосовых сообщений, прогоняют их через специальные нейросети, такие как voice.ai и murf.ai, и отправляют голосовое сообщение с просьбой о помощи по контакт-листу в мессенджере. Для защиты от социально-биометрической инженерии стоит выработать привычку как минимум звонить по номеру телефона тому, кто просит о помощи, и в целом не слишком доверять любым входящим сообщениям, которые вы не инициировали. Что касается систем распознавания лиц, их также стараются обучить полезным привычкам, чтобы обезопасить от фейков. AI тренируют с помощью специальных масок, которыми пытаются обмануть нейросеть, и тем самым учат ее распознавать подделку. Об этом рассказывал эксперт компании NtechLab Максим Мухортов в докладе «Атака на биометрическое предъявление и распознавание живого присутствия: от сбора данных до релиза».

№ 2. Искусственному интеллекту нужны большие данные, но Hadoop, основной инструмент для их анализа, обработки и организации, достаточно легко может быть скомпрометирован. В 2024 году злоумышленники продолжают использовать эту экосистему для взлома и скрытого майнинга криптовалют. На PHDays 11 тимлид Digital Security и пентестер Вадим Шелест познакомил участников форума с типичными ошибками администрирования и конфигурации, а также уязвимостями Hadoop-кластеров и его компонентов. Они позволяли злоумышленникам получить доступ к внутренней инфраструктуре Hadoop — одного из основных инструментов для анализа big data.

«Например, у Sparky есть забавный скрипт Dump Clouds Creds, позволяющий атакующим получить доступ во внутреннюю инфраструктуру компаний в облаках с помощью учетных данных. Необходимые данные можно прочитать из метаданных и пользовательских данных таких сервисов, как AWS и DigitalOcean. Все, что для этого требуется, — значения AccessKey, SecretAccessKey и, если речь идет об Amazon, токен», — приводил пример атаки Вадим Шелест.

№ 3. Генеративно-состязательные сети (Generative adversarial network, сокращенно GAN) — одна из наиболее распространенных такого рода моделей машинного обучения. Они работают без учителя и собраны из двух нейросетей: первая генерирует образцы, а вторая пытается отличить правильные образцы от неправильных. В 2018 году с их помощью взламывали текстовые CAPTCHA, а Николай Лыфенко и Иван Худяшов из Positive Technologies два года назад рассказали о своем опыте применения моделей GAN для генерации векторов атак, связанных с SQL-запросами.

№ 4. Чтобы выдать кредит и не потерять деньги, в банках существуют скоринговые системы, которые оценивают платежеспособность клиента и его риск-профиль. Но так как мошенник может взять кредиты в нескольких банках, требуется единая система скоринга. При этом она должна соблюдать банковскую тайну. О создании конфиденциальной межбанковская скоринговой инфраструктуры, использующую алгоритмы AI, на PHDays 12 поведал Петр Емельянов, CEO Bloomtech LLC.

№ 5. Согласно одной из версий, поймать Кевина Митника помог японский эксперт по кибербезопасности Цутому Симомура, использовавший сканеры сотовой связи. Кевин якобы заинтересовался технологией прослушки и взломал компьютер Симомуры. Последний в итоге помог ФБР выследить Митника. Сегодня для обнаружения любопытного взломщика может использоваться нейросеть. На PHDays 12 эксперты Positive ML Team объяснили, как машинное обучение может применяться для выявления и предотвращения кибератак.

№ 6. В 2020 году были взломаны базы данных компании Clearview AI, которая создавала системы распознавания лиц для правоохранительных органов США и Канады. Как выяснилось, Clearview AI передавала данные более чем 2900 организациям, в том числе Walmart и казино Лас-Вегаса. В традиционно чувствительных сферах, таких как медицина и банки, появляется все больше приложений, использующих искусственный интеллект и машинное обучение. Для взлома таких приложений далеко не всегда требуются сложные математические методы — успех способны принести и известные технические уязвимости, о которых разработчики, не являясь специалистами в области исследования кода, обычно забывают. На PHDays 10 Омар Ганиев рассказал, на что стоит обращать внимание при создании AI-систем, чтобы усложнить атаки на них.

Можете предложить интересное исследование по темам ML и AI? Участвуйте в Call For Papers! Напоминаем, что прием заявок на доклады заканчивается 15 марта.


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  • 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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