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17 работ исследователей AIRI приняли на конференцию NeurIPS — это одно из самых топовых мероприятий для специалистов в области ИИ и машинного обучения. Мы уже рассказали о части этих работ, а теперь уделяем внимание оставшимся.

Ряд исследований был проведен совместно с учеными из Сколтеха, Сбера, МФТИ, Т-банка и других организаций.

Ссылки на публикации из карточек:

🟢Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
🟢On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
🟢Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
🟢ENOT: Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport
🟢Group and Shuffle: Efficient Structured Orthogonal Parametrization
🟢RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation
🟢HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
🟢Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
🟢EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas
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17 работ исследователей AIRI приняли на конференцию NeurIPS — это одно из самых топовых мероприятий для специалистов в области ИИ и машинного обучения. Мы уже рассказали о части этих работ, а теперь уделяем внимание оставшимся.

Ряд исследований был проведен совместно с учеными из Сколтеха, Сбера, МФТИ, Т-банка и других организаций.

Ссылки на публикации из карточек:

🟢Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
🟢On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
🟢Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
🟢ENOT: Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport
🟢Group and Shuffle: Efficient Structured Orthogonal Parametrization
🟢RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation
🟢HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
🟢Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
🟢EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas

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