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Как защититься от кражи нейронной сети: устойчивые цифровые водяные знаки

Привет, Хабр! Меня зовут Миша Паутов, я аспирант Сколтеха и научный сотрудник группы Доверенные и безопасные интеллектуальные системы Института AIRI. Совсем недавно мы вместе коллегами предложили новый метод создания цифровых водяных знаков для нейронных сетей. Такие объекты, по‑другому называемые ватермарками, можно использовать для определения того, что вашу нейросеть кто‑то скопировал и выдаёт за свою. Здесь я расскажу, в чем состоит идея предложенного метода, а более детально о нем можно почитать в препринте статьи, принятой на международную конференцию IJCAI.

stock.adobe.com

Как украсть нейросеть?

Сама формулировка этого вопроса сейчас звучит необычно, но, видимо, в будущем нам придётся к ней привыкнуть. Воровство нейросетей — это, по сути, кража интеллектуальной собственности в области искусственного интеллекта. Одна из основных причин кражи — ликвидировать отставание от конкурентов либо получить преимущество в данной области.

Кража нейросетей может позволить злоумышленникам обойти длительные процессы исследований и разработок архитектуры, обучения, тестирования и тому подобного. Также кража может дать доступ к конфиденциальной информации, например, в случае банковских, биометрических или других чувствительных данных, обрабатываемых нейросетями.

Все способы кражи моделей можно расположить на шкале, по которой отложено количество известной злоумышленнику информации о модели: архитектура, обучающие данные, гиперпараметры и так далее.

Слева можно расположить ситуацию, когда злоумышленник обладает полной копией модели. Чтобы такое произошло, нейросеть должна физически утечь с серверов своих создателей. Для этого можно организовать хакерсткую атаку на инфрастркутуру, а также использовать социальную инженерию. Наконец, бывает и чисто человеческий фактор — именно так недавно утекла Mistral 7B

Другой край шкалы — ситуация «чёрного ящика», когда у пользователя (и, соответственно, злоумышленника) нет никакой информации об устройстве нейросети. Взаимодействие с такой моделью построено следующим образом: пользователь отправляет запросы и получает ответы (предсказания) нейронной сети, в общем случае не зная ни архитектуру модели, ни данные, на которых та обучалась. Примером такой модели является ChatGPT.

Схема модели типа «чёрный ящик». Источник.

Всё, что посередине, можно обозвать моделями типа «серый ящик».

Понятно, что атаки в разных точках нашей шкалы будут принципиально отличаться. Можно предположить, что владелец нейросети способен защитить свои сервера, а также обучить своих сотрудников правилам безопасности, исключив возможность утечки «белого ящика». Однако крайне сложно защититься от кражи модели «чёрного ящика», особенно если к ней предоставлен массовый доступ. Метод создания цифровых водяных знаков, который мы придумали, заточен как раз под такие атаки, хотя может использоваться и в других сценариях.

Предложенный подход основан на создании так называемого триггерного множества — набора входных данных, объектам которого нейронная сеть ставит в соответствие специфические (часто заранее определенные) предсказания: например, для классификационной нейронной сети это может быть набор картинок котиков, определяющихся нейронной сетью как собаки.

Стоит сказать, что цель создания водяных знаков для нейронной сети — определить, что она была незаконно получена или, по‑простому, украдена злоумышленником. Каким же образом злоумышленник может украсть нейронную сеть, не имея к ней почти никакого доступа? Давайте разбираться!

Кража функциональности нейронной сети

Атака, направленная на кражу функциональности нейронной сети — это способ получить модель, которая решает исходную задачу так же хорошо, как и исходная модель, при этом не имея информации об архитектуре, тренировочной выборке или процедуре обучения исходной нейронной сети.

Одним из самых эффективных способов кражи нейронной сети‑черного ящика является дистилляция. Прибегая к этому способу, злоумышленник подготавливает суррогатный набор данных

$\bar D = \{{(x_i, f(x_i))}\}_{i=1}^{n},$

в котором входным объектам в качестве истинных меток ставятся в соответствие предсказания дистиллируемой нейронной сети. Затем злоумышленник обучает отдельную, суррогатную нейронную сеть, минимизируя ошибку на датасете D̅.

Схема кражи модели с помощью дистилляции. Источник.

Важным свойством дистилляции является то, что полученная модель, хоть и решает исходную задачу так же хорошо, как и дистиллируемая, не обязательно наследует предсказания последней на триггерном множестве. В нашей работе мы нашли элегантный способ улучшить переносимость поведения на триггерном множестве на краденные модели.

Несмотря на то, что дистилляция — наиболее распространенный и эффективный способ кражи моделей, в работе мы также исследовали эффективность наших водяных знаков к таким преобразованиями нейросети, как дообучение и прунинг. Хоть и нельзя сказать, что они являются способами кражи моделей, их применения тоже может привести к удалению водяных знаков.

Водяные знаки, устойчивые к атакам, направленным на кражу функциональности

Учитывая, что злоумышленник волен выбирать сценарий кражи модели, архитектуру суррогатной модели и суррогатный датасет, мы воспринимаем кражу как случайный процесс, который ставит в соответствие исходной модели f некоторую модель из множества B потенциально украденных моделей. Это множество может быть параметризовано: например, в него могут быть включены все модели из определенного списка архитектур, производительность которых в исходной задаче отличается от производительности модели f не более, чем на τ — некоторый заранее заданный порог производительности. В нашей работе мы рассматриваем множество сценариев атаки на кражу функциональности нейронной сети — предполагается, что потенциальному злоумышленнику может быть известна как архитектура исходной сети, так и ее обучающая выборка.

Предложенный метод состоит из двух этапов: на первом этапе мы ищем в пространстве входных данных Х объекты‑кандидаты на включение в триггерное множество, а на втором — убеждаемся в том, что поведение исходной сети на этих кандидатах хорошо переносится на модели из множества B.

Оговорюсь, что речь о пойдет о задаче классификации: нейросеть f ставит в соответствие входным объектам метки классов.

Поиск точек-кандидатов

Поиск точек‑кандидатов основан на известном подходе mixup: для пары объектов x₁ (класса y₁ ), x₂ (класса y₂ ) ∈ X мы строим выпуклую комбинацию

$x = \lambda x_1 + (1-\lambda)x_2,$

где λ ~ U(0,1). Такая точка рассматривается как кандидат на включение в триггерное множество только если исходная модель не относит ее ни к классу y₁ ни к классу y₂.

Верификация точек-кандидатов

Для того, чтобы убедиться в переносимости предсказания нейросети на точке‑кандидате x мы применили трюк: случайным образом выбрали набор моделей f₁, f₂,…, f_m из множества B и проверили, присваивают ли они объекту x такой же класс, что и исходная модель f. Иными словами, объект считается достойным кандидатом на включение в триггерный набор, если выполнено равенство

Случайное сэмплирование модели можно делать, например, путем сэмплирования случайного вектора весов для фиксированной архитектуры.

Иллюстрация метода.

Внимательный читатель может отметить: если водяные знаки играют роль индикатора кражи нейронной сети, то поведение независимых моделей на них не должно совпадать с поведением исходной сети. Как этого достичь?

Аналогично, мы случайным образом выбираем набор моделей g₁, g₂,…, g_m ∈ B̅ — дополнения множества B, соответствующего не ворованным моделям — и проверяем, что выполняется следующая система неравенств:

$g_1(x) \neq f(x), g_2(x) \neq f(x), …, g_m(x) \ne f(x).$

Таким образом, точки, прошедшие такую процедуру верификации (случайные модели f₁,…, f_m ∈ B ведут себя на них так же, как f, а случайные модели g₁,…, g_m ∈ B̅ — нет) включаются в триггерный набор.

Результаты работы метода

Для того, чтобы оценить, насколько хорошо работает метод нанесения водяных знаков, мы провели несколько экспериментов.

Сначала для данной модели f и набора ее тренировочных данных D мы подготовили набор триггерных данных D*. Затем, применяя дистилляцию модели, мы получили несколько ее суррогатных копий и проверили, как предсказания исходной модели на триггерном множестве переносится на эти триггерные модели‑копии.

Эффективность используемого метода. Точность исходной модели на триггерных данных – 100% по построению. Чем выше точности суррогатных моделей на триггерных данных, тем лучше.

В таблице в строчках 1 и 3 представлена точности исходной модели и суррогатных моделей на тренировочной выборке D Интуитивно, чем выше точность суррогатной модели на D тем успешнее атака на кражу функциональности. Строчки 2 и 4 же иллюстрируют то, насколько успешно поведение на триггерном множестве D* переносится на суррогатные модели: чем выше доля совпадения предсказаний, тем точнее метод определяет факт копирования нейронной сети. С помощью этой таблицы можно убедиться, что наш метод (выделен жирным) в большинстве случаев бьет все SOTA.

Стоит отметить, что проведенный эксперимент соответствует сценарию, когда злоумышленнику известна архитектура нейронной сети и обучающие данные. Естественно проверить, как предложенный метод работает в условия, когда архитектура или обучающая выборка неизвестна злоумышленнику, проводящему атаку на кражу функциональности.

Для фиксированной архитектуры исходной модели f мы провели соответствующий эксперимент: предположили, что архитектура суррогатной модели f* не совпадает с ней (иными словами, что архитектура модели f неизвестна злоумышленнику), а также что суррогатная модель обучена на своем датасете D̅ независимом от тренировочной выборки D модели f.

В таблице ниже мы сравнили результаты с предыдущим state‑of‑the‑art методом. Можно увидеть, что это уже не state‑of‑the art 😈

Устойчивость водяных знаков к прунингу и дообучению

Помимо дистилляции, в нашей работе мы рассмотрели прунинг и дообучение как преобразования, которые могут привести к деградации поведения нейронной сети на водяных знаках.

Для прунинга мы показали, что поведение модели на водяных знаках деградирует вместе с точностью решения исходной задачи: иными словами, если водяные знаки перестают хорошо работать в качестве индикатора кражи, это не страшно — полученная модель сама по себе уже работает плохо.

Дообучение же хоть и приводит к некоторой деградации поведения модели на водяных знаках, не существенно снижает эффективность последних как индикатора «цифровой подписи» модели.

Деградация модели во время прунинга на двух датасетах CIFAR-10 и CIFAR-100.

Эффективность предложенного метода в случае дообучения исходной модели f. Производительность модели на исходных данных ожидаемо растет, а на триггерных – падает, но незначительно.

Заключение

Атаки, направленные на кражу функциональности — вид правонарушений, с которым индустрия и право сегодня сталкиваются нечасто. Возможно, дело в том, что задача копирования больших, боевых моделей по сложности сопоставима с их обучением с нуля и, как следствие, не под силу большей части сообщества.

Увидим ли мы в ближайшем будущем рост числа случаев кражи моделей и связанных с этим судебных разбирательств? Сложно дать какой‑то прогноз. Но если это и произойдет, методы защиты приватности моделей, в том числе подобные описанному здесь, могут облегчить выявление подобных случаев и сохранить репутацию столкнувшихся с этим разработчиков.

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31 мая 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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27.08.24 12:50 James889900

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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16.09.24 00:10 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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21.11.24 04:14 ronaldandre617

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21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

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I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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26.11.24 23:12 rickrobinson8

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27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

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