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Distributed Optimization

The goal of Distributed Optimization is to optimize a certain objective defined over millions of billions of data that is distributed over many machines by utilizing the computational power of these machines.

Source: Analysis of Distributed StochasticDual Coordinate Ascent

Papers

Showing 426450 of 536 papers

TitleStatusHype
On Maintaining Linear Convergence of Distributed Learning and Optimization under Limited Communication0
On the Convergence of Decentralized Adaptive Gradient Methods0
On the Finite-Time Behavior of Suboptimal Linear Model Predictive Control0
Optimal Algorithms for Distributed Optimization0
Optimal Data Splitting in Distributed Optimization for Machine Learning0
Optimal Gradient Sliding and its Application to Distributed Optimization Under Similarity0
Optimally Managing the Impacts of Convergence Tolerance for Distributed Optimal Power Flow0
Optimal Methods for Convex Risk Averse Distributed Optimization0
Optimization-Based Ramping Reserve Allocation of BESS for AGC Enhancement0
Optimization for Reinforcement Learning: From Single Agent to Cooperative Agents0
Optimization in Open Networks via Dual Averaging0
Parallel Feedforward Compensation for Output Synchronization: Fully Distributed Control and Indefinite Laplacian0
Partitioning Data on Features or Samples in Communication-Efficient Distributed Optimization?0
Peer-to-Peer Learning Dynamics of Wide Neural Networks0
Pixel super-resolved lensless on-chip sensor with scattering multiplexing0
PopSGD: Decentralized Stochastic Gradient Descent in the Population Model0
Asynchronous Decentralized SGD with Quantized and Local Updates0
Popt4jlib: A Parallel/Distributed Optimization Library for Java0
SLSGD: Secure and Efficient Distributed On-device Machine Learning0
Predict Globally, Correct Locally: Parallel-in-Time Optimal Control of Neural Networks0
Prescribed-time Convergent Distributed Multiobjective Optimization with Dynamic Event-triggered Communication0
Coordinated Day-ahead Dispatch of Multiple Power Distribution Grids hosting Stochastic Resources: An ADMM-based Framework0
Privacy-Preserving Distributed Market Mechanism for Active Distribution Networks0
Privacy-Preserving Distributed Optimization and Learning0
Privacy-Preserving Peer-to-Peer Energy Trading via Hybrid Secure Computations0
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