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Aleksandr Beznosikov

Leveraging Coordinate Momentum in SignSGD and Muon: Memory-Optimized Zero-Order

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Jun 04, 2025
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Convergence of Clipped-SGD for Convex $(L_0,L_1)$-Smooth Optimization with Heavy-Tailed Noise

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May 27, 2025
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Trial and Trust: Addressing Byzantine Attacks with Comprehensive Defense Strategy

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May 12, 2025
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Broadening Discovery through Structural Models: Multimodal Combination of Local and Structural Properties for Predicting Chemical Features

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Feb 25, 2025
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Variance Reduction Methods Do Not Need to Compute Full Gradients: Improved Efficiency through Shuffling

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Feb 20, 2025
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Accelerated Methods with Compressed Communications for Distributed Optimization Problems under Data Similarity

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Dec 21, 2024
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Label Privacy in Split Learning for Large Models with Parameter-Efficient Training

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Dec 21, 2024
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Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning

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Dec 16, 2024
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FRUGAL: Memory-Efficient Optimization by Reducing State Overhead for Scalable Training

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Nov 12, 2024
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Accelerated Stochastic ExtraGradient: Mixing Hessian and Gradient Similarity to Reduce Communication in Distributed and Federated Learning

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Sep 22, 2024
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