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NeurIPS: тренды, инсайты и самые интересные статьи главной ML-конференции года

Привет! Меня зовут Настя Беззубцева, и я руковожу аналитикой голоса в Алисе. Недавно побывала на одной из крупнейших международных конференций по машинному обучению — NeurIPS (Conference on Neural Information Processing Systems). Конференция проходила в большом экспоцентре в Ванкувере, куда от Яндекса приехало несколько человек.

На конференции за шесть насыщенных дней было:

4497 статей, из которых 460 — по датасетам и бенчмаркам (что очень много!);
13 640 ревьюеров, которые эти статьи отбирали;
56 воркшопов;
14 туториалов.

А ещё на NeurIPS приняли восемь статей Yandex Research — исследовательского подразделения Яндекса (о них я, конечно же, подробно расскажу). А ещё в этой статье я поделюсь самыми интересными работами и с моей точки зрения, и по отзывам коллег — Кати Серажим, руководителя управления качества поиска, и Алексея Друца, Director, Technology Adoption at Yandex Cloud. Поехали!

Общие впечатления

NeurIPS всегда собирает огромное количество гостей и участников со всего мира. Здесь академия встречается с индустрией — люди обзаводятся полезными контактами, новыми знаниями и изо всех сил пытаются успеть послушать самые интересные доклады и посетить полезные воркшопы. Но будем честны: объём информации таков, что без маховика времени объять необъятное точно не вышло бы. На NeurIPS много тем и направлений, которые в последние годы переживают бум внимания и развития, ощущение, что под некоторые впору сделать отдельные конференции. В таких условиях лучше планировать все дни заранее и держать связь с коллегами: мы часто вместе решали, на какой туториал или воркшоп лучше сходить, с кем пообщаться на постер‑сессии и какие из устных докладов никак нельзя пропустить.

Постеров со статьями было ОЧЕНЬ много. Ширина каждого стенда — 2–3 метра, так что, если пройти все постеры, получится 15 километров — неплохой фитнес! Удивило огромное количество статей о бенчмарках для языковых и мультимодальных моделей (больше 10%), под них на конференции даже был отдельный трек и раздел на сайте.

Инфографика с источниками статей

Инфографика с тематическими направлениями статей

В этом году на AI сильно повлияла Тейлор Свифт. Оказалось, что в то же время в Ванкувере — финал её масштабного тура по Канаде. Я об этом узнала при заселении в отель: девушка на ресепшен была шокирована, что я не на концерт приехала и вообще про него не знаю. Из‑за концерта певицы начало конференции пришлось подвинуть на день позже. В противном случае у участников не было бы шансов разместиться в отелях — так много фанатов Тейлор приехало в Ванкувер.

Количество участников конференции vs. количества посетителей концерта

Тейлор на одном из постеров

В мире ML свои селебрити: все ждали и обсуждали доклады Ильи Суцкевера, Фей‑Фей Ли, Джеффа Дина, Йошуа Бенжио и других звёзд индустрии. NeurIPS, пожалуй, то самое место, где можно увидеть, послушать и даже пожать руку всем‑всем‑всем (даже роботам).

Не обошлось и без скандалов: организаторам пришлось извиняться за доклад Розалинд Пикард из MIT, в котором исследователи из Китая заметили оскорбительные стереотипы. А один из лауреатов Best Paper Award оказался тем самым со скандалом уволенным из ByteDance стажёром (он сознательно саботировал работу коллег ради ресурсов на эксперименты). Впрочем, награды его за это не лишили — оргкомитет не комментировал ситуацию с увольнением, сославшись на то, что при выборе победителей учитывается только научная ценность работ.

Тренды и инсайты

На NeurIPS особенно интересно следить за трендами — это престижная конференция, куда стремятся попасть все ресёчеры из академии и индустрии и где случаются легендарные прорывы: например, трансформеры были представлены именно здесь. Как и на многих крупных ML‑конференциях в последнее время, доминирует одно большое направление — языковые модели и всё, что с ними связано. Бо́льшая часть статей так или иначе о них, и кажется, что в ближайшие пару лет это точно не изменится. С ростом пузыря языковых моделей растёт и количество статей о «запчастях» LLM: RL, оптимизации, Foundation Models, претрейнах, бенчмарках, scaling law, улучшении трансформеров, альтернативных нетрансформерных архитектурах и многом другом. Почти всё это можно применять не только к языковым моделям.

Тренды внутри тренда — это бенчмарки для LLM, о которых я уже упоминала выше, и агенты. Под агентами понимаются системы, которые могут не только обрабатывать входы разной модальности, но и совершать действия (поиск по интернету, вызов ML‑модели и прочее). Агентов можно также рассматривать как один из способов побороть конечность данных, так как агенты могут действиями проверять гипотезы и получать новые знания.

Если говорить о перспективах и взгляде в будущее, то их хорошо суммаризируют доклады известных спикеров. Илья Суцкевер отметился речью о том, что подход к претрейну LLM должен кардинально измениться, поскольку объём реальных данных, доступных для освоения моделями, практически исчерпан. Будущее за синтетикой и совершенно новыми типами данных, например сенсорными или пространственными — их упоминала и Фей‑Фей Ли в своём докладе. У Суцкевера были и другие важные и интересные заявления, но доклад много обсуждали, так что останавливаться на деталях не буду — можно посмотреть само выступление на YouTube или прочитать хайлайты.

На мой вкус, было мало статей про реальные челленджи применения LLM в продукте. Например, а что, если объединить все составные кусочки технологии, которая делает перевод видео, в одну модель, которая стримингово распознаёт речь, переводит её и синтезирует перевод? Про такие архитектуры почти ничего не было.

Ещё один большой аспект, который больше касается индустрии, чем академии — вопрос скорости разработки специализированных под какой‑то тип вычислений чипов. Сейчас придумать новый чип в среднем занимает полтора года, но что, если ускорить процесс так, чтобы он занимал всего неделю? Такая мысль прозвучала на воркшопе ML for System Design от Джеффа Дина.

Пара моих личных инсайтов: оказывается, в Google и не только активно используют LLM‑as‑a-Judge — уже возникла и вовсю развивается целая ниша LLM‑as‑a-Service‑компаний. А теперь переходим к статьям. Начнём с тех, что привезли на NeurIPS ресёчеры Яндекса, а потом вспомним, что интересного было у других авторов.

Yandex Research на NeurIPS

SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

^{Авторы: Ruslan Svirschevski, Avner May, Zhuoming Chen, Beidi Chen, Zhihao Jia, Max Ryabinin}

SpecExec — простой метод параллельного декодирования, оптимизированный для работы с более крупными драфтовыми моделями, что позволяет генерировать до 20 токенов за итерацию целевой модели. Он берёт наиболее вероятные продолжения токенов из черновой модели и создаёт кеш в форме дерева для целевой модели, которое затем проверяется за один проход. Метод особенно полезен для значительного ускорения генерации при использовании больших языковых моделей в режиме офлодинга, где показывает ускорение до ×15–20.

PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression

^{Авторы: Vladimir Malinovskii, Denis Mazur, Ivan Ilin, Denis Kuznedelev, Konstantin Burlachenko, Kai Yi, Dan Alistarh, Peter Richtarik}

Статья о сжатии больших языковых моделей, таких как Llama 3 и Mistral. Авторы предлагают новый метод — PV‑Tuning, который позволяет дообучать уже сжатые (квантованные) веса нейросети, чтобы лучше исправлять ошибки квантизации. Это особенно важно при экстремальном сжатии в 1–2 бита на параметр, когда обычные методы квантования полностью ломают модель. За счёт более эффективного (и теоретически обоснованного) дообучения дискретных квантованных весов PV‑Tuning позволяет достичь оптимума по Парето: например, для моделей семейства Llama 2 при 2 битах на параметр — то есть это первое 2-битное сжатие таких моделей, которое имеет смысл на практике.

Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

^{Авторы: Zhuoming Chen, Avner May, Ruslan Svirschevski, Yuhsun Huang, Max Ryabinin, Zhihao Jia, Beidi Chen}

Sequoia — алгоритм спекулятивного декодирования, использующий оптимизированные статические асимметричные деревья для спекуляции. Значительно превосходит методы с симметричными деревьями, показывая ускорение в диапазоне 2–4х для Llama‑подобных моделей и до 10x с использованием офлодинга.

Challenges of Generating Structurally Diverse Graphs

^{Авторы: Fedor Velikonivtsev, Mikhail Mironov, Liudmila Prokhorenkova}

Статья о генерации структурно разнообразных графов. Авторы рассматривают и сравнивают несколько алгоритмов оптимизации разнообразия: подходы, основанные на стандартных моделях случайных графов, оптимизацию локальных графов, генетические алгоритмы и нейрогенеративные модели.

Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps

^{Авторы: Nikita Starodubcev, Mikhail Khoroshikh, Artem Babenko, Dmitry Baranchuk}

Авторы стремятся к тому, чтобы научить дистиллированные модели text‑to‑image‑диффузии способности эффективно редактировать реальные изображения. Исследователи представляют инвертируемую дистилляцию (invertible Consistency Distillation, iCD). Она позволяет добиться качественного редактирования всего за 7–8 шагов инференса.

Rethinking Optimal Transport in Offline Reinforcement Learning

^{Авторы: Arip Asadulaev, Rostislav Korst, Alexander Korotin, Vage Egiazarian, Andrey Filchenkov, Evgeny Burnaev}

Обычно в офлайн‑обучении с подкреплением данные предоставляются разными экспертами, и некоторые из них могут быть неоптимальными. Чтобы получить эффективную политику, необходимо «сшить» наилучшие действия из набора данных. Для решения этой задачи авторы переосмыслили офлайн‑обучение с подкреплением как задачу оптимального транспорта. На основе этого представили алгоритм, направленный на нахождение политики, которая сопоставляет состояния с частичным распределением наилучших действий экспертов для каждого заданного состояния.

The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information

^{Авторы: Diyuan Wu, Ionut-Vlad Modoranu, Mher Safaryan, Denis Kuznedelev, Dan Alistarh}

В статье авторы объединяют два известных подхода получения точных разреженных сетей — Iterative Hard Thresholding (IHT) и Optimal Brain Surgeon (OBS) — в единую сущность Iterative Optimal Surgeon, наследующую сильные стороны обоих подходов с теоретическими гарантиями. Эффективность предложенного алгоритма валидируется на моделях для задач компьютерного зрения и больших языковых моделях.

Lower Bounds and Optimal Algorithms for Non-Smooth Convex Decentralized Optimization over Time-Varying Networks

^{Авторы: Dmitry Kovalev, Ekaterina Borodich, Alexander Gasnikov, Dmitrii Feoktistov}

В статье рассматривается задача минимизации суммы выпуклых функций, хранящихся децентрализованно на вычислительных узлах, соединённых коммуникационной сетью. Авторы сосредотачиваются на самой сложной и недостаточно изученной ситуации, когда целевые функции негладкие, а связи в сети могут меняться со временем. Для решения этой задачи предлагается численный алгоритм с наилучшей известной на данный момент теоретической скоростью сходимости, а также доказывается, что достигнутая скорость сходимости не может быть улучшена и является оптимальной.

Больше интересных статей, туториалов и воркшопов

Этот раздел — субъективная подборка самого интересного и/или полезного от меня и коллег, которые тоже побывали на конференции. Начну с собственных фаворитов, а в конце вас ждёт большая подборка с бенчмарками и несколько статей от Кати Серажим и Алексея Друца.

Туториал Evaluating Large Language Models — Principles, Approaches, and Applications посвящён оценке больших языковых моделей. Первую часть представляла продакт‑менеджер Google Ирина Сиглер. Она ввела общие понятия и напомнила основополагающие правила — например, что надо валидироваться на датасете, который репрезентативен реальной бизнес‑задаче. Или что есть три способа собрать валидационное множество заданий для оценки модели:

Manual — написание промптов вручную;
Synthetic — генерация промптов с помощью LLM;
Traffic — использование продуктового потока.

По словам Сиглер, важно оценивать систему полностью, а не только LLM под капотом. Сама модель — это всего лишь один кирпичик в общей структуре.

Со второй частью выступала исследовательница и член консультативного совета Центра инноваций в области искусственного интеллекта (CAII) в Университете Иллинойса Бо Ли. Она выделила три метода оценки:

Computation — расчёт схожести между данным ответом и референсным;
Human — оценка человеком;
LLM‑as‑a-Judge или AutoRater — оценка с помощью модели.

Ли Бо рассказала, что автоматические методы оценки не слишком хорошо коррелируют с человеческими суждениями. Модели могут ошибаться, отдавая предпочтение, например, собственным или самым длинным ответам. Однако использование LLM для оценки становится всё более частым явлением — главное, чтобы полученные результаты валидировали люди. Чтобы нивелировать недостатки способа, на туториале предлагали переставлять опции в multi‑choice questions и искать консенсус между несколькими ответами одной модели или ответами разных моделей.

Этим туториал не ограничился — были ещё практическая часть и часть, посвящённая соответствию этическим нормам. На сайте конференции можно ознакомиться с презентацией туториала.

В статье xLSTM: Extended Long Short‑Term Memory авторы избавляются от минусов в LSTM (вводят exponential gating и модифицируют память для параллелизации) и сравнивают качество заскейленного xLSTM с трансформерами и State Space Models. А ещё выходят в паритет с бейзлайнами (Llama, Mamba): по перплексии на SlimPajama и по популярным простым бенчмаркам типа HellaSwag, WinoGrande, PIQA. И при этом выглядят приятнее по скорости инференса, чем трансформерная Llama.

The PRISM Alignment Dataset: What Participatory, Representative and Individualised Human Feedback Reveals About the Subjective and Multicultural Alignment of Large Language Models удостоилась номинации Best Paper. Авторы собрали несколько тысяч диалогов с LLMками, снабжённых метаинформацией о пользователе, с прицелом на широкое разнообразие юзеров (разные страны, уровень дохода и так далее).

Вывод: предпочтения разных людей разные, топ наилучших моделей заметно меняется при смещении в конкретную группу людей. Alignment в названии — скорее отсылка к тому, что датасет показывает, насколько модели «заэлайнены» с предпочтениями разных групп людей (то есть это не характеристика, что датасет чисто для SFT).

Одна из многих работ о бенчмарках — DevBench: A multimodal developmental benchmark for language learning. Здесь авторы предлагают мультимодальный бенчмарк с информацией о том, как себя на нём проявляют люди разных возрастов. Исследователи проверяют, правда ли модели учатся и растут примерно как дети. Ответ положительный, однако люди лучше показывают себя в неоднозначных ситуациях, потому что понимают контекст. По словам авторов, их работа может давать представление о том, как модель учится и приобретает знания.

В LLM Evaluators Recognize and Favor Their Own Generations речь идёт о том, что модели всё чаще используют для оценки их же ответов — такой метод называют self‑evaluation, однако у него есть потенциальные проблемы. В частности, из‑за самопредпочтения (self‑preference) LLM может оценивать собственные ответы выше остальных. Авторы статьи проверяют, влияет ли способность модели узнавать свои тексты на предпочтения. Выясняется, что да — особенно у GPT-4 и Llama 2. Выводы статьи могут быть полезны для определения сгенерированных текстов и нахождения схожести между моделями.

Ещё один текст о бенчмарке — LINGOLY: A Benchmark of Olympiad‑Level Linguistic Reasoning Puzzles in Low‑Resource and Extinct Languages. На этот раз для оценки способностей к рассуждению. Он состоит из задач о низкоресурсных — то есть таких, о которых мало данных для обучения — языках из олимпиад по лингвистике. Всего в бенчмарке 1133 задачи по 90 языкам. LINGOLY получился сложным — лучше всего себя показала Claude Opus, но и она набрала менее 20%.

Авторы Not All Tokens Are What You Need for Pretraining выдвигают гипотезу: не все токены на претрейне одинаково важны. Чтобы доказать это, создают модель RHO-1. С помощью неё считают перплексию для всего претрейна. А затем обучают модель на самых значимых токенах. На ряде бенчмарков действительно получили прирост в 20–30%. Бенчмарки были в основном математические и научные.

Большая подборка бенчмарков и датасетов

Бенчесолянка

A Careful Examination of Large Language Model Performance on Grade School Arithmetic (статья и постер) — непротёкшая версия GSM8k в 1к примеров, авторы наблюдают перемены в ранжировании моделей по оригинальному бенчу и их версии, что отчасти (но не полностью) объясняется протечкой 8к в трейн.

BABILong: Testing the Limits of LLMs with Long Context Reasoning‑in‑a-Haystack (статья) посвящена бенчу длинного контекста от ребят из AIRI (Сбер) и МФТИ.

ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM (статья и постер) — авторы составили датасет с неверной информацией (три вида ошибок: временна́я, семантическая, дезинформация), чтобы исследовать три аспекта конфликта в знании у моделей разных размеров:

внутри промпта, они это называют retrieved knowledge;
внутри претрейна;
между претрейном и промптом.

Вывод: претрейн надо очищать от конфликтов в знании.

WikiContradict: A Benchmark for Evaluating LLMs on Real‑World Knowledge Conflicts from Wikipedia (статья и постер) — материал только о противоречиях в RAG, датасет значительно меньше, и статья не такая глубокая, как предыдущая.

Evaluating Large Vision‑and‑Language Models on Children's Mathematical Olympiads (статья и постер) — помните математическую олимпиаду «Кенгуру»? Теперь есть похожий бенчмарк из 840 примеров за 1–12-й классы. Пока что люди почти везде справляются лучше, чем LVLM. Интересно, что для моделей, в отличие от нас, примеры за 1-й и 12-й класс одинаково сложны.

Humor in AI: Massive Scale Crowd‑Sourced Preferences and Benchmarks for Cartoon Captioning (статья, презентация и сайт). В бенчмарке 250 млн оценок 2,2 млн смешных и не очень подписей к 365 мультяшным иллюстрациям из New Yorker. Вывод: даже у лучших моделей с чувством юмора пока не очень.

SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation (статья и постер) — с «Экселем» тоже не всё гладко...

Evaluating Numerical Reasoning in Text‑to‑Image Models (статья и постер) — ну а про то, что моделям тяжело нарисовать правильное количество пальцев, мы и так знали!

Framework for Curating Speech Datasets and Evaluating ASR Systems: A Case Study for Polish (статья и постер) — не обязательно делать бенчмарк для LLM, MLM или VLM, чтобы попасть на NeurIPS — с польской речью тоже берут.

CVQA: Culturally‑diverse Multilingual Visual Question Answering Benchmark (статья и постер) — бенч на тему культуры, с картинками.

BertaQA: How Much Do Language Models Know About Local Culture? (статья и постер) — и снова на тему культуры, на этот раз про басков.

MMLU‑Pro: A More Robust and Challenging Multi‑Task Language Understanding Benchmark (статья и постер) — менее шумная и более сложная версия MMLU — часть вопросов новые. У некоторых моделей просадка скора в 2 раза, у GPT-4o — на 16% (89 → 73).

CRAG — Comprehensive RAG Benchmark (статья и постер) — авторы утверждают, что существующие бенчи на RAG (а их не так много, всего штук пять) недостаточно динамичны и разнообразны, поэтому они и придумали CRAG.

ERBench: An Entity‑Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models (статья и постер) — конвертируют любую БД сущностей в бенчмарк бесплатно и без СМС.

Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models (статья и постер) — авторы тестируют долгосрочную (до 500 тыс. токенов) память чат‑агента для LLM: вставляют в длинный диалог в разные места ключевые факты, а потом через много реплик проверяют, насколько знание усвоилось.

Shopping MMLU: A Massive Multi‑Task Online Shopping Benchmark for Large Language Models (статья и постер) — LLM и шопинг.

Emotionally Numb or Empathetic? Evaluating How LLMs Feel Using Emotion Bench (статья и постер) — авторы проверяют, насколько хорошо LLM понимают человеческие эмоции.

MixEval: Deriving Wisdom of the Crowd from LLM Benchmark Mixtures (статья и постер) — авторы замешивают вопросы из популярных бенчей в соответствии с похожими запросами пользователей и получают высокую корреляцию с чат‑бот‑ареной: у MMLU получается 0,83, у MixEval — 0,93–0,96.

BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices (статья и постер) — исследователи выдвигают набор критериев для оценки качества и сравнивают по нему ряд бенчмарков. У многих бенчей обнаруживают заметные недостатки, такие как невоспроизводимость, отсутствие репортов по статистической значимости, шумные примеры и так далее.

Бенчмарки на код

Mercury: A Code Efficiency Benchmark for Code Large Language Models (статья и постер) — АА/LeetCode для LLM на Python.

EffiBench: Benchmarking the Efficiency of Automatically Generated Code (статья и постер) — ещё один бенчмарк на ту же тему, что и предыдущий. Обе статьи сходятся на том, что код у моделей пока получается не очень оптимальным.

SciCode: A Research Coding Benchmark Curated by Scientists (статья и постер) — сложный код для физики, биологии и химии.

StackEval: Benchmarking LLMs in Coding Assistance (статья и репозиторий) — два бенчмарка по StackOverflow на тему помощи в написании кода: поиск багов, код‑ревью, понимание кода.

InfiBench: Evaluating the Question‑Answering Capabilities of Code Large Language Models (статья и постер) — QA‑бенч про код по StackOverflow.

IaC‑Eval: A code generation benchmark for Infrastructure‑as‑Code programs (статья и постер) — 458 задач разной сложности для AWS.

Web2Code: A Large‑scale Webpage‑to‑Code Dataset and Evaluation Framework for Multimodal LLMs (статья и постер) — бенчмарк на HTML‑код по изображению веб‑страницы.

EvoCodeBench: An Evolving Code Generation Benchmark with Domain‑Specific Evaluations (статья и постер) — задачки по избранным репозиториям в GitHub, авторы обещают обновлять бенч каждые полгода, также есть разбивка по тематике кода.

Выбор коллег

Кате Серажим, руководителю управления качества поиска, понравился доклад от Waymo — AI for Autonomous Driving at Scale. Исследователи обзорно рассказали о своём стеке: используют трансформеры, пытаются создать собственную Foundation‑модель для автономных машин и интегрируют VLM для разметки.

Не менее интересным оказался туториал Opening the Language Model Pipeline: A Tutorial on Data Preparation, Model Training, and Adaptation с практическими советами по обучению LLM. Любопытно, что некоторые выводы исследователей сходятся с нашими: например, 10 тыс. примеров для SFT (Supervised Fine‑Tuning) и 100 тыс. примеров для обучения с подкреплением по вознаграждению (Reward) оказались разумными цифрами.

Алексей Друца, Director, Technology Adoption at Yandex Cloud, выбрал несколько статей с увлекательными и местами неожиданными кейсами.

To Believe or Not to Believe Your LLM: IterativePrompting for Estimating Epistemic Uncertainty. Авторы предложили метрику для оценки уровня неопределённости LLM и того, насколько ей можно доверять. Метод основан на итеративных промптах без привлечения внешних данных.
AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery. Кейс с датасетом об удалении облаков со спутниковых снимков. Исследователи определяют, что происходит под облаком, за счёт данных в других диапазонах спектра. Потенциально полезная вещь для тех, кто занимается картами. Облака — те, что на небе, а не вычислительные.
SPIQA: A dataset for multimodal question answering on scientific papers. Датасет по мультимодальным вопросам и ответам из научных статей. Пример работы со сложными текстами, специфической терминологией и задачей поиска ответа. Особенность датасета — наличие картинок и таблиц (которые часто встречаются в научных статьях), а главное — вопросов и ответов по их содержанию. Прогнав несколько моделей и разных вариаций промптов, делают вывод, что использование полного текста статьи и приёмов Chain‑of‑Thoughts приводит к значительно более высокому перформансу модели на датасете.
BuckTales: A multi‑UAV dataset for multi‑object tracking and re‑identification of wild antelopes. Авторы с помощью дронов и искусственного интеллекта создали набор данных для изучения диких антилоп. Он позволяет отслеживать движения множества животных одновременно и распознавать каждую особь в сложных условиях дикой природы.

Вместо заключения

Главное, что хотелось рассказать о NeurIPS 2024, — это было круто! Пищи для размышлений, впечатлений, статей и, конечно же, бенчмарков хватит, чтобы изучать и разбирать их до следующей встречи. Надеюсь, для вас статья оказалась полезной и вы сохранили несколько ссылок, чтобы покопаться в статьях в свободное время. А возможно, вы даже попробуете применить какие‑то из находок команды Yandex Research или других исследовательских групп на практике — тогда нашу миссию точно можно считать успешно выполненной!

А ещё рекомендую подписаться на телеграм‑канал ML Underhood, где мы с коллегами рассказываем, чем живёт ML в Яндексе, и обсуждаем важные новости индустрии.

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7 мар. 2025 г.

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28.06.26 00:37 kimberlyhebertt673

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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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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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13.07.26 23:49 [email protected]

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

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
19.07.26 19:53 kimberlyhebertt6877

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
19.07.26 19:54 kimberlyhebertt6877

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
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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02.09.26 03:43 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

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11.09.26 03:23 kimberlyhebertt6877

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11.09.26 03:23 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

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15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1