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Архитектура банковского RecSys

Если посмотреть, как строили рекомендательные системы лет пять назад, можно увидеть одну и ту же схему, включающую коллаборативную фильтрацию или ALS для кандидатов, градиентный бустинг сверху, офлайн-метрики NDCG/MAP и A/B-тесты.

Схема рабочая, и она до сих пор находится в продакшене как минимум у половины представителей индустрии. Но за последние пару лет в исследованиях и практике крупных компаний произошел заметный сдвиг: от пайплайна из отдельных кусков к цельным последовательным моделям пользователя, от классической коллаборативной фильтрации к генеративным рекомендерам, а также от наивного A/B-тестирования к контрфактуальной оценке.

Отличия рекомендации оффера от рекомендации товара

Давайте сразу обозначим специфику домена, ведь она определяет добрую половину архитектурных решений. Большая часть публичных индустриальных кейсов в статьях про RecSys, включая архитектурные подходы вроде HSTU, написана для видеолент и маркетплейсов, в то время как перед банковскими офферами стоит принципиально другая задача. Нельзя просто взять архитектуру VK Видео или Wildberries и перенести ее в банк.

У VK Видео и Wildberries в каталоге находятся миллионы и миллиарды позиций, а интенсивность обращений достигает десятков тысяч запросов в секунду. Там реальная проблема заключается в том, чтобы быстро найти релевантные объекты среди огромного множества вариантов, поэтому для подобных платформ подходят генеративные рекомендеры вроде HSTU [1] с миллиардами параметров, где объемы данных и трафика окупают такой масштаб.

У банка есть лишь десятки или сотни офферов для каждого клиента. Задача поиска кандидатов здесь почти не возникает, поскольку практически весь каталог и без того помещается в отбор. Основная сложность заключается не в поиске, а в правильной сортировке и фильтрации немногочисленных вариантов с учетом бизнес-ограничений.

В видеоленте почти каждое взаимодействие дает сигнал, будь то досмотр, пропуск, повторный просмотр или скорость прокрутки. Этого достаточно, чтобы обучать модель почти в реальном времени и активно исследовать пространство рекомендаций с помощью бандитов. Например, в промышленной работе Kuaishou по оптимизации удержания пользователей в коротких видео с помощью обучения с подкреплением [2] такое исследование безопасно проводится прямо внутри одной сессии из-за большого количества сигналов.

У банка целевое событие в виде оформления продукта является редким и растянутым во времени, поэтому нет возможности обучать модель аналогичным образом, так как плотный сигнал отсутствует, а промежуточный отклик вроде клика по офферу слабо связан с реальной пользой для клиента.

Показ одного нерелевантного видео или товара практически ничего не стоит, поскольку пользователь просто пролистает его, а платформа даже выиграет от управляемой диверсификации выдачи. Индустрия много вкладывает именно в работы по диверсифицированному переранжированию на видеоплатформах [3] и контекстным бандитам для холодного старта контента [4]. Показ клиенту неподходящего кредитного продукта влечет за собой репутационный и регуляторный риски, такие как навязанные продажи и непосильная закредитованность.

Поэтому в банке случайное исследование новых вариантов на реальных клиентах чаще всего недопустимо в чистом виде. Его нужно либо ограничивать заведомо безопасным подмножеством офферов, либо выносить в контроллируемую выборку (holdout) вместо прямого встраивания в онлайн-политику.

На Wildberries или Ozon значительная часть трафика идет через поисковый запрос, поэтому гибридный поиск (BM25 плюс поиск по эмбеддингам) одновременно разбирает запрос и персонализирует выдачу. У банка запрос от клиента чаще всего отсутствует, так как система сама решает, какой оффер предложить, не опираясь на явный ввод от пользователя.

Поэтому роль OpenSearch здесь иная, ведь он в первую очередь фильтрует кандидатов по атрибутам и бизнес-правилам, а не разбирает поисковый запрос. Основную работу по релевантности делают эмбеддинги клиента и оффера, а также ранкер верхнего уровня.

При ранжировании на Taobao [5] или JD.com [6] используется не чистая релевантность, а смешивание органической выдачи с рекламными местами через аукционные механизмы, которые балансируют релевантность и доход площадки. У классического банковского RecSys такая третья сторона обычно отсутствует.

Целевая метрика также у всех разная: видеоплатформа оптимизирует вовлеченность и удержание, маркетплейс оптимизирует конверсию и оборот, причем в обоих случаях чем выше немедленный отклик, тем лучше. В банке погоня за конверсией здесь и сейчас может только навредить. Модель, максимизирующая оформления в моменте, охотно начнет предлагать кредитные продукты клиентам на грани платежеспособности, потому что именно они конвертируются лучше всего прямо сейчас.

Это прямая иллюстрация того, о чем говорят как обзоры по регулированию ИИ в финансах [7], так и работы по интерпретируемости кредитных моделей [8]. Получается, что фильтры по риск-скорингу должны жестко отсекать неподходящие офферы еще на этапе отбора кандидатов, а не быть просто одним из признаков, который ранкер учится взвешивать сам.

Все эти отличия в том или ином виде затрагивают главную причину непереносимости архитектур, которая состоит в том, что в видео или на маркетплейсе почти любой товар можно показать почти любому пользователю без вреда, тогда как в банке это не так.

Как строили раньше

Классическая архитектура последних лет, описанная в вакансиях и большинстве обзоров, использует двухстадийный пайплайн из независимых кусков:

  1. Отбор кандидатов. Применяются коллаборативная фильтрация (ALS/implicit) или иногда двухбашенная нейросеть, при этом эмбеддинги пользователя и оффера помещаются в векторную БД, а кандидаты извлекаются через приближенный поиск ближайших соседей (HNSW).

  2. Ранжирование. Кандидаты (обычно десятки или сотни) переранжируются градиентным бустингом (LightGBM/CatBoost) в постановке Learning to Rank, чаще всего с использованием LambdaMART с попарной или списочной функцией потерь.

  3. Гибрид с полнотекстовым поиском. OpenSearch/Elasticsearch отдает кандидатов через BM25 с учетом фильтров по бизнес-правилам, а сверху их дорабатывает ML-ранкер либо через rescoring pipeline (плагин ml-commons в OpenSearch), либо во внешнем сервисе.

  4. Признаки пользователя. Используются вручную сконструированные агрегаты, включая RFM-метрики, долю трат по категориям и сезонность, а также выполняется большой объем ручной подготовки признаков в PySpark.

  5. Оценка. Рассчитываются офлайн-метрики NDCG@k/MAP@k/Recall@k, после чего проводится A/B-тест по простой схеме “контроль против теста” с оценкой разницы долей конвертировавшихся клиентов через t-тест.

Этот пайплайн по сей день закрывает большую часть практических задач. Но у него есть слабость, заключающаяся в том, что каждая стадия обучается на своем куске данных и своей целевой переменной.

Из-за этого возникает рассинхрон между обучением и продакшн-инференсом, а ручная подготовка признаков плохо масштабируется на множество продуктовых линий. К примеру, команда, строившая признаки для кредиток, вынуждена начинать почти с нуля при подключении нового продукта вроде страхования. И в эту проблему упираются абсолютно все без исключений.

Как строят сейчас

1. Единая последовательность событий пользователя

Ключевая идея последних лет [9] состоит в том, чтобы не описывать пользователя вектором агрегированных статистик, а представлять его как упорядоченную по времени последовательность событий. Эмбеддинг последнего события в этой последовательности как раз и служит представлением пользователя на текущий момент [10].

Именно так теперь строят продакшн-системы крупные игроки. Показательным примером из банковской сферы является открытый фреймворк Perseus от Т-Банка [11]. Вместо отдельной модели под каждый сервис там собирают в одну последовательность все клиентские события, включая транзакции, активации повышенного кэшбэка, действия с банковскими продуктами и шопинг, а затем обучают единый sequence backbone.

При этом можно подключать разные архитектуры, такие как трансформер, HSTU или Mamba-подобные модели. Полученный эмбеддинг пользователя повторно используется для четырех типов задач, а именно для отбора кандидатов, ранжирования, классификации и регрессии.

По данным Т-Банка, такой подход дал прирост бизнес-метрик от 3% до 17% в разных сценариях. Причем выигрыш был заметен даже для клиентов без единого взаимодействия с конкретным сервисом, потому что модель успевала выучить предпочтения из других доменов.

Похожую логику описывает исследовательская команда Revolut в свежем препринте PRAGMA [12]. Авторы прямо указывают, что большинство существующих работ по последовательным рекомендациям заточено под один домен данных.

Для компаний с разнородными источниками, таких как банк, необходима архитектура, которая изначально проектируется под множество типов событий и множество задач в рамках одной модели. Похожий путь для транзакционных данных описывает и работа LATTE [13].

Что это меняет на практике? Вместо того чтобы тратить месяцы на ручную подготовку признаков под каждый новый продукт, вы один раз инвестируете в качественный событийный пайплайн для приведения событий разных типов к общему формату и в sequence backbone, а дальше добавляете небольшую надстройку под конкретную задачу.

Здесь также важно тщательно спроектировать временной протокол. Для каждого обучающего примера модель должна видеть только события, произошедшие строго до момента предсказания, иначе легко получить утечку данных из будущего. Такая утечка на офлайн-метриках выглядит отлично, но в продакшене обернется катастрофой.

Из готовых открытых инструментов именно под эту задачу стоит выделить pytorch-lifestream (ptls) от Sber AI Lab [14]. Это открытая библиотека (лицензия Apache 2.0), созданная специально под сырые событийные логи вроде банковских транзакций и кликстрима. Она содержит реализацию CoLES (Contrastive Learning for Event Sequences) и еще нескольких self-supervised методов обучения энкодера последовательностей поверх трансформера или RNN. Библиотека готова к практическому использованию.

Полученные эмбеддинги клиента можно сразу передавать в CatBoost или LightGBM как дополнительные признаки, что реализует сценарий использования эмбеддинга из sequence-модели в качестве признака для бустинга, о котором шла речь выше. Основная проблема здесь, как и у любой модели на транзакциях, заключается в том, что у ptls нет и не может быть универсальных весов, которые можно скачать и сразу применить к данным другого банка. В данном случае открытым и пригодным для повторного использования является именно инструмент для обучения энкодера на ваших собственных данных, а не готовый чекпоинт.

Отдельно стоит сказать про графовые модели для сценария рекомендации кэшбэка и мерчантов. Не все из этого одинаково применимо. HGT и графовые связки с LLM (InstructGLM и подобные) существуют только как открытый код архитектуры, который нужно обучать с нуля на своих данных. Готовых весов под эти задачи никто, насколько мне известно, не публиковал. Да и заявленные модели ULTRA-HSTU с открытыми весами от NVIDIA и Meta, а также генеративный поиск по семантическим ID (TIGER) на практике не имеют опубликованных обученных чекпоинтов.

У HSTU в открытом доступе представлены только код и архитектура для обучения с нуля, поскольку сама Meta не публикует веса, обученные на данных пользователей. Конфигурации HSTU на HuggingFace прямо помечены как заполненные случайными весами для тестов производительности и не являются результатом реального обучения.

Исключение, которое действительно можно взять и опробовать из коробки, называется OpenGraph от HKUDS [15]. Это открытая графовая модель с кодом и предобученными чекпоинтами в репозитории, специально спроектированная для zero-shot переноса на новые, ранее не виденные графы без дообучения. Это не банковская модель, так как она обучена на общих графовых бенчмарках.

Однако сама идея единого графового трансформера, который можно сразу протестировать на новом графе “клиент, мерчант, продукт” без сбора отдельного датасета под каждый холодный сценарий, стоит того, чтобы прогнать ее как baseline на кэшбэк-рекомендациях и холодном старте партнерских офферов до вложения ресурсов в обучение собственной GNN с нуля.

2. Объединение отбора и ранжирования

Ключевой работой здесь остается HSTU от Meta, где рекомендация переформулируется как задача генерации последовательности по аналогии с языковыми моделями. Это позволяет масштабировать модель до триллиона параметров и получить те же степенные законы масштабирования, что и в языковых моделях.

В результате увеличение объема вычислений и данных предсказуемо дает лучшее качество вместо выхода на плато, как это происходило с классическими архитектурами [16]. Похожие подходы уже работают в продакшене у Kuaishou (OneRec [17]) и Meituan, использующих вместо раздельных стадий единую модель, которая одновременно решает задачи отбора кандидатов и ранжирования.

Для банковского масштаба каталога, включающего сотни офферов вместо миллиардов видео, триллион параметров избыточен. Однако сама идея обучать единый sequence backbone, отдающий скор релевантности напрямую, вместо разделения отбора кандидатов и ранжирования по разным моделям с разными целевыми функциями вполне переносима. Судя по описанному выше опыту Т-Банка, она уже работает на практике в среднем масштабе [18].

Отдельно интересен опыт Т-Банка по совмещению трансформеров и градиентного бустинга. Если у вас уже есть сильные табличные признаки под конкретную задачу, бустинг поверх них пока чаще выигрывает у сквозного трансформера, однако эмбеддинг из sequence-модели прекрасно работает как дополнительный признак для бустинга. То есть речь идет не об отказе от LightGBM, а о замене вручную сконструированных признаков выученными представлениями при сохранении бустинга в роли финального ранкера.

3. Гибридный поиск

По описаниям вакансий видно, что интеграция OpenSearch/Elasticsearch с ML-ранжированием стала обязательным навыком, а текущая индустриальная практика [19], [20] сходится к трехступенчатой схеме:

  1. Разреженный поиск. Применяется BM25 в OpenSearch плюс жесткие бизнес-фильтры, включающие комплаенс, риск-ограничения и ограничение частоты коммуникаций.

  2. Плотный поиск. Выполняется через векторную БД (Qdrant/Milvus) с приближенным поиском по HNSW с использованием эмбеддингов клиента и оффера из sequence backbone.

  3. Объединение и переранжирование. Результаты разреженного и плотного поиска объединяются. Самый устойчивый и воспроизводимый способ на сегодня такой же, как и в RAG-системах, а именно Reciprocal Rank Fusion (RRF).

    Этот метод не требует калибровки шкал между разнородными скорами в отличие от наивного линейного смешивания BM25-скора и косинусной близости, которые физически несравнимы. Поверх объединенного списка работает финальный ранкер, в качестве которого выступает либо градиентный бустинг с LTR-функцией потерь, либо, для более сложных случаев с приоритетом семантики над простой релевантностью, кросс-энкодер или LLM-реранкер [21].

    LLM-реранкеры дают заметный прирост NDCG и MRR по сравнению с чистым BM25 или плотным поиском, но они на порядок дороже по времени отклика, поэтому применяются только к первым 20, 30 или 100 кандидатам после первой стадии, а не ко всему каталогу. Это стандартный компромисс между стоимостью и качеством, который стоит закладывать в архитектуру сразу.

4. Вид обучения

Это наименее заметный, но, возможно, самый чувствительный для банка момент. Если модель ранжирования обучается на исторических логах показов, когда клиент видел оффер А на первом месте, а оффер B на пятом, сырые клики систематически завышают релевантность того, что было показано выше, независимо от реальной полезности. Наивное обучение на таких данных закрепляет и усиливает эту предвзятость в модели.

Обычно используется классический метод Inverse Propensity Scoring (IPS) из работы Joachims с соавторами [22], где клики взвешиваются обратно пропорционально вероятности увидеть позицию. Но недавние работы показывают несколько важных уточнений, которые стоит учитывать при проектировании пайплайна обучения:

  • Крупномасштабное исследование на данных Baidu [23] показало, что классические методы обучения без смещений, прекрасно работающие на бенчмарках, на реальных продакшн-логах ведут себя заметно хуже заявленного, так как оценки вероятности показа оказываются более шумными, чем предполагает теория.

  • Новые подходы, такие как control-function-подход к коррекции смещения по позиции [24], не требуют точного знания модели кликов и переносятся на любой современный ранкер, что удобнее классического двухшагового IPS.

  • Отдельная линия работ разбирает trust bias, то есть доверие пользователя к верхним позициям само по себе независимо от релевантности, отдельно от чистого смещения по позиции [25]. Это два разных эффекта, и смешивать их некорректно.

Что это значит на практике для банка? Логи показов офферов уже смещены самим фактом того, что модель или бизнес-правило показывали одни офферы чаще других. Если не работать с этим смещением явно хотя бы простым взвешиванием по логируемой вероятности показа, то ML-ранкер со временем начинает воспроизводить и усиливать решения собственной предыдущей версии вместо оптимизации реальной ценности для клиента и бизнеса.

5. Контрфактуальная оценка

Последний слой, который часто недооценивают на этапе проектирования, относится к тому, как вообще оценивать полученный эффект. В подавляющем большинстве систем используется A/B-тест с разбиением по клиенту и t-тест на конверсиях. Это по-прежнему золотой стандарт, но есть вещи, которые стоит учесть.

Например, большинство знает о работе Gilotte с соавторами [26], которая еще с 2018 года является стандартом индустрии и показывает, что можно оценить потенциальный бизнес-эффект новой политики ранжирования по историческим логам еще до выкатки в живой A/B-тест. Это не замена онлайн-теста, а способ отсеять заведомо плохие варианты быстрее и дешевле.

Но помимо этого есть более свежие работы по снижению дисперсии. Так, например, работа [27] формально показывает, что различные техники снижения дисперсии в A/B-тестах (CUPED, CUPAC, ML-RATE) математически эквивалентны офлайн-оцениванию с двойной устойчивостью. То есть офлайн- и онлайн-подходы к измерению эффекта на самом деле говорят об одном и том же, различаясь лишь уровнем доступа к данным.

Если у вас уже есть модель, предсказывающая целевую метрику (например, вероятность оформления), ее предсказание на данных клиента до эксперимента можно использовать как поправочную переменную для CUPED. Это ощутимо снижает необходимый размер выборки и время теста, что критично, когда целевое событие редкое.

Когда тестов много и они идут параллельно на разные продуктовые линии, полезно получать несмещенные оценки эффекта с помощью связи между политикой рандомизации и историческими политиками, а не считать все заново на каждом новом тесте [28], [29], [30].

Банковский RecSys 2026

Если сводить все сказанное в конкретную схему для банковских офферов:

  1. Единый Event Hub. Выполняется приведение всех типов клиентских событий (транзакции, клики по офферам, активации кэшбэка, обращения в поддержку) к общему формату с явным временным протоколом, когда модель на инференсе видит только прошлое относительно момента предсказания.

  2. Sequence backbone. Используется трансформер в духе SASRec или его более новые варианты. Формируется общий эмбеддинг клиента, повторно применяемый для отбора кандидатов, ранжирования и вспомогательных задач классификации или регрессии (например, предсказания оттока или склонности к дефолту при необходимости).

  3. Отбор кандидатов. Применяются OpenSearch (BM25 плюс жесткие бизнес- и комплаенс-фильтры) вместе с векторной БД (Qdrant/Milvus, HNSW) по эмбеддингам из backbone с последующим объединением через RRF.

  4. Ранжирование. Используется градиентный бустинг (LightGBM/CatBoost) с LTR-функцией потерь поверх табличных признаков и выученных эмбеддингов как дополнительных признаков с явной коррекцией смещения по позиции через IPS-взвешивание логов.

  5. Оценка. Рассчитываются офлайн-метрики (NDCG@k, Recall@k), проводится офлайн-оценка потенциального эффекта перед выкаткой, а также выполняется онлайн A/B-тестирование с CUPED-поправкой на предсказания модели до эксперимента для сокращения длительности теста.

Для улучшения восприятия свел все в одну таблицу:

Этап

Как строили раньше?

Как строят сейчас?

В чем разница?

1. Данные и признаки

Ручные агрегаты: RFM-метрики, доля трат по категориям, сборка признаков вручную через PySpark под каждый продукт отдельно.

Единый Event Hub + Sequence backbone: трансформер, сжимающий все события пользователя (транзакции, клики, поддержка) в единый векторный эмбеддинг.

Вместо написания сотни ручных формул под каждый продукт применяется один трансформер, который учит универсальное представление клиента.

2. Отбор кандидатов

Коллаборативная фильтрация / ALS: независимые простые модели для поиска ближайших соседей.

Векторный поиск по эмбеддингам из backbone: поиск по Qdrant/Milvus с использованием векторов, созданных трансформером.

Кандидаты отбираются не просто по схожести прошлых покупок, а на основе всей хронологической последовательности действий.

3. Гибридный поиск

OpenSearch (BM25) + наивное линейное смешивание скоров или простые фильтры.

OpenSearch (BM25 + комплаенс/риски) + векторный поиск, объединенные через RRF.

Убрана проблема несравнимых шкал (когда нельзя корректно сложить BM25-скор и косинусное расстояние).

4. Ранжирование

Градиентный бустинг (CatBoost/LightGBM) на ручных признаках, обучение на сырых логах показов.

Градиентный бустинг, но на вход идут выученные эмбеддинги + применяется коррекция смещения по позиции (IPS).

Бустинг остался, но он больше не учится на искаженных (смещенных) данных и использует глубокие векторы вместо ручных фичей.

5. Оценка и тесты

Простой A/B-тест (контроль vs тест, обычный t-тест).

Контрфактуальная офлайн-оценка перед выкаткой + A/B-тест с CUPED-поправкой.

Эффект проверяется еще до A/B-теста по историческим логам, а сам A/B-тест идет в разы быстрее за счет снижения дисперсии.

Заключение

Ни один из рассмотренных пунктов не отменяет то что уже используется, поэтому градиентный бустинг, OpenSearch и A/B-тесты остаются на своих местах. Меняется то, что подается на вход бустингу (выученные представления вместо ручных агрегатов), как объединяется гибридный поиск (RRF вместо наивного линейного смешивания скоров) и как оценивается эффект с поправкой на смещение по позиции и с использованием офлайн-методов.

References

  1. Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations (HSTU), ArXiv (2024)

  2. Reinforcing User Retention in a Billion Scale Short Video Recommender System, ArXiv (2023)

  3. Full-stage Diversified Recommendation: Large-scale Online Experiments in Short-video Platform, ACM Web Conference (2024)

  4. Evaluating Online Bandit Exploration In Large-Scale Recommender System, ArXiv (2023)

  5. Learning to Advertise for Organic Traffic Maximization in E-Commerce Product Feeds, ArXiv (2019)

  6. Blending Advertising with Organic Content in E-Commerce: A Virtual Bids Optimization Approach, ArXiv (2021)

  7. Regulating AI In Financial Services: Legal Frameworks And Compliance Challenges, ArXiv (2025)

  8. Enhancing ML Interpretability for Credit Scoring, ArXiv (2025)

  9. Self-Attentive Sequential Recommendation (SASRec), ArXiv (2018)

  10. A Survey on Sequential Recommendation, ArXiv (2024)

  11. Perseus: фреймворк для универсальной персонализации на основе гетерогенных событий, Хабр (2026)

  12. PRAGMA: Revolut Foundation Model, ArXiv (2026)

  13. LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients, ArXiv (2025)

  14. pytorch-lifestream (ptls): библиотека для построения эмбеддингов событийных последовательностей с self-supervision, включая CoLES, GitHub (2026)

  15. OpenGraph: Towards Open Graph Foundation Models, ArXiv (2024), код и чекпоинты: github.com/HKUDS/OpenGraph

  16. Scaling New Frontiers: Insights into Large Recommendation Models, ArXiv (2024)

  17. OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment, ArXiv (2025)

  18. Generative Recommendation: A Survey of Models, Systems, and Industrial Advances, TechRxiv (2025)

  19. Deep Retrieval at CheckThat! 2025: Hybrid Retrieval and Re-Rankings, ArXiv (2025)

  20. DS@GT at TREC TOT 2025: Bridging Vague Recollection with Fusion Retrieval and Learned Reranking, ArXiv (2025)

  21. Awesome Generative AI in Search, Recommendation, Personalization, Github (2026)

  22. Unbiased Learning-to-Rank with Biased Feedback, ArXiv (2016)

  23. Unbiased Learning to Rank Meets Reality: Lessons from Baidu’s Large-Scale Search Dataset, ArXiv (2024)

  24. Correcting for Position Bias in Learning to Rank: A Control Function Approach, ArXiv (2026)

  25. Addressing Personalized Bias for Unbiased Learning to Rank, ArXiv (2025)

  26. Offline A/B Testing for Recommender Systems, ArXiv (2018)

  27. Unifying On- and Off-Policy Variance Reduction Methods, ArXiv (2026)

  28. Δ-OPE: Off-Policy Estimation with Pairs of Policies, ArXiv (2024)

  29. Accelerating A/B-Tests with Counterfactual Estimation: Reducing Variance through Policy Overlap, ArXiv (2026)

  30. Meta Off-Policy Estimation, ArXiv (2025)

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    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 03:43 kimberlyhebertt6877

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