Local SGD and Federated Averaging Through the Lens of Time Complexity
Fuente:
arXiv
Saved in:
| Main Authors: | Fradin, Adrien, Richtárik, Peter, Tyurin, Alexander |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
by: Tyurin, Alexander, et al.
Published: (2024)
by: Tyurin, Alexander, et al.
Published: (2024)
On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
by: Tyurin, Alexander, et al.
Published: (2024)
by: Tyurin, Alexander, et al.
Published: (2024)
Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity
by: Maranjyan, Artavazd, et al.
Published: (2025)
by: Maranjyan, Artavazd, et al.
Published: (2025)
Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
by: Tyurin, Alexander, et al.
Published: (2024)
by: Tyurin, Alexander, et al.
Published: (2024)
A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting
by: Tyurin, Alexander, et al.
Published: (2022)
by: Tyurin, Alexander, et al.
Published: (2022)
Tight Lower Bounds and Optimal Algorithms for Stochastic Nonconvex Optimization with Heavy-Tailed Noise
by: Fradin, Adrien, et al.
Published: (2025)
by: Fradin, Adrien, et al.
Published: (2025)
Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
by: Gruntkowska, Kaja, et al.
Published: (2024)
by: Gruntkowska, Kaja, et al.
Published: (2024)
Birch SGD: A Tree Graph Framework for Local and Asynchronous SGD Methods
by: Tyurin, Alexander, et al.
Published: (2025)
by: Tyurin, Alexander, et al.
Published: (2025)
LOSCAR-SGD: Local SGD with Communication-Computation Overlap and Delay-Corrected Sparse Model Averaging
by: Maziane, Yassine, et al.
Published: (2026)
by: Maziane, Yassine, et al.
Published: (2026)
Tight Time Complexities in Parallel Stochastic Optimization with Arbitrary Computation Dynamics
by: Tyurin, Alexander
Published: (2024)
by: Tyurin, Alexander
Published: (2024)
Ringleader ASGD: The First Asynchronous SGD with Optimal Time Complexity under Data Heterogeneity
by: Maranjyan, Artavazd, et al.
Published: (2025)
by: Maranjyan, Artavazd, et al.
Published: (2025)
Tighter Performance Theory of FedExProx
by: Anyszka, Wojciech, et al.
Published: (2024)
by: Anyszka, Wojciech, et al.
Published: (2024)
On the Convergence of DP-SGD with Adaptive Clipping
by: Shulgin, Egor, et al.
Published: (2024)
by: Shulgin, Egor, et al.
Published: (2024)
MindFlayer SGD: Efficient Parallel SGD in the Presence of Heterogeneous and Random Worker Compute Times
by: Maranjyan, Artavazd, et al.
Published: (2024)
by: Maranjyan, Artavazd, et al.
Published: (2024)
Toward a Unified Theory of Gradient Descent under Generalized Smoothness
by: Tyurin, Alexander
Published: (2024)
by: Tyurin, Alexander
Published: (2024)
Do We Need Asynchronous SGD? On the Near-Optimality of Synchronous Methods
by: Begunov, Grigory, et al.
Published: (2026)
by: Begunov, Grigory, et al.
Published: (2026)
Near-Optimal Convergence of Accelerated Gradient Methods under Generalized and $(L_0, L_1)$-Smoothness
by: Tyurin, Alexander
Published: (2025)
by: Tyurin, Alexander
Published: (2025)
Scalable Distributed Stochastic Optimization via Bidirectional Compression: Beyond Pessimistic Limits
by: Begunov, Grigory, et al.
Published: (2026)
by: Begunov, Grigory, et al.
Published: (2026)
MARINA-P: Superior Performance in Non-smooth Federated Optimization with Adaptive Stepsizes
by: Sokolov, Igor, et al.
Published: (2024)
by: Sokolov, Igor, et al.
Published: (2024)
Gradient Descent as a Perceptron Algorithm: Understanding Dynamics and Implicit Acceleration
by: Tyurin, Alexander
Published: (2025)
by: Tyurin, Alexander
Published: (2025)
Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity
by: Mahran, Ammar, et al.
Published: (2026)
by: Mahran, Ammar, et al.
Published: (2026)
Optimality in Decentralized Optimization under Bandwidth Constraints
by: Tyurin, Alexander
Published: (2026)
by: Tyurin, Alexander
Published: (2026)
Local LMO: Constrained Gradient Optimization via a Local Linear Minimization Oracle
by: Richtárik, Peter, et al.
Published: (2026)
by: Richtárik, Peter, et al.
Published: (2026)
The Power of Extrapolation in Federated Learning
by: Li, Hanmin, et al.
Published: (2024)
by: Li, Hanmin, et al.
Published: (2024)
Speeding up Stochastic Proximal Optimization in the High Hessian Dissimilarity Setting
by: Gasanov, Elnur, et al.
Published: (2024)
by: Gasanov, Elnur, et al.
Published: (2024)
A Simple Linear Convergence Analysis of the Point-SAGA Algorithm
by: Condat, Laurent, et al.
Published: (2024)
by: Condat, Laurent, et al.
Published: (2024)
Proving the Limited Scalability of Centralized Distributed Optimization via a New Lower Bound Construction
by: Tyurin, Alexander
Published: (2025)
by: Tyurin, Alexander
Published: (2025)
GradSkip: Communication-Accelerated Local Gradient Methods with Better Computational Complexity
by: Maranjyan, Artavazd, et al.
Published: (2022)
by: Maranjyan, Artavazd, et al.
Published: (2022)
Second-order Optimization under Heavy-Tailed Noise: Hessian Clipping and Sample Complexity Limits
by: Sadiev, Abdurakhmon, et al.
Published: (2025)
by: Sadiev, Abdurakhmon, et al.
Published: (2025)
Local Curvature Descent: Squeezing More Curvature out of Standard and Polyak Gradient Descent
by: Richtárik, Peter, et al.
Published: (2024)
by: Richtárik, Peter, et al.
Published: (2024)
BiCoLoR: Communication-Efficient Optimization with Bidirectional Compression and Local Training
by: Condat, Laurent, et al.
Published: (2026)
by: Condat, Laurent, et al.
Published: (2026)
Local SGD for Near-Quadratic Problems: Improving Convergence under Unconstrained Noise Conditions
by: Sadchikov, Andrey, et al.
Published: (2024)
by: Sadchikov, Andrey, et al.
Published: (2024)
A Simplified Analysis of SGD for Linear Regression with Weight Averaging
by: Meterez, Alexandru, et al.
Published: (2025)
by: Meterez, Alexandru, et al.
Published: (2025)
Sparse-ProxSkip: Accelerated Sparse-to-Sparse Training in Federated Learning
by: Meinhardt, Georg, et al.
Published: (2024)
by: Meinhardt, Georg, et al.
Published: (2024)
Methods with Local Steps and Random Reshuffling for Generally Smooth Non-Convex Federated Optimization
by: Demidovich, Yury, et al.
Published: (2024)
by: Demidovich, Yury, et al.
Published: (2024)
Rennala MVR: Improved Time Complexity for Parallel Stochastic Optimization via Momentum-Based Variance Reduction
by: Tovmasyan, Zhirayr, et al.
Published: (2026)
by: Tovmasyan, Zhirayr, et al.
Published: (2026)
The Stochastic Multi-Proximal Method for Nonsmooth Optimization
by: Condat, Laurent, et al.
Published: (2025)
by: Condat, Laurent, et al.
Published: (2025)
A Unified Primal-Dual Recipe for Accelerating Three-Operator Splitting Methods
by: Sadiev, Abdurakhmon, et al.
Published: (2026)
by: Sadiev, Abdurakhmon, et al.
Published: (2026)
A Nesterov-Accelerated Primal-Dual Splitting Algorithm for Convex Nonsmooth Optimization
by: Condat, Laurent, et al.
Published: (2026)
by: Condat, Laurent, et al.
Published: (2026)
Stochastic Proximal Point Methods for Monotone Inclusions under Expected Similarity
by: Sadiev, Abdurakhmon, et al.
Published: (2024)
by: Sadiev, Abdurakhmon, et al.
Published: (2024)
Similar Items
-
Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
by: Tyurin, Alexander, et al.
Published: (2024) -
On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
by: Tyurin, Alexander, et al.
Published: (2024) -
Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity
by: Maranjyan, Artavazd, et al.
Published: (2025) -
Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
by: Tyurin, Alexander, et al.
Published: (2024) -
A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting
by: Tyurin, Alexander, et al.
Published: (2022)