Alexander Tyurin

Venues

Frequent coauthors

Papers

1. From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes
   AAAI 2025 · Alexander Tyurin
2. Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity
   ICML 2025 ·

   Arto Maranjyan

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3. Tight Time Complexities in Parallel Stochastic Optimization with Arbitrary Computation Dynamics
   ICLR 2025 · Alexander Tyurin
4. Toward a Unified Theory of Gradient Descent under Generalized Smoothness
   ICML 2025 · Alexander Tyurin
5. Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
   NeurIPS 2024 · Alexander Tyurin
6. Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
   NeurIPS 2024 ·

   Kaja Gruntkowska

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7. On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
   NeurIPS 2024 · Alexander Tyurin
8. Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
   NeurIPS 2024 · Alexander Tyurin