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Distributed Optimization

99 directly classified papers

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Papers

Distributed Newton Can Communicate Less and Resist Byzantine Workers NIPS 2020
Federated Accelerated Stochastic Gradient Descent NIPS 2020
Coded Sequential Matrix Multiplication For Straggler Mitigation NIPS 2020
Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization NIPS 2020
D-SPIDER-SFO: A Decentralized Optimization Algorithm with Faster Convergence Rate for Nonconvex Problems AAAI 2020
Improved Communication Cost in Distributed PageRank Computation – A Theoretical Study ICML 2020
Delay-Adaptive Distributed Stochastic Optimization AAAI 2020
A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers NIPS 2019
Multi-Context System for Optimization Problems AAAI 2019
A Generic Approach to Accelerating Belief Propagation Based Incomplete Algorithms for DCOPs via a Branch-and-Bound Technique AAAI 2019
Order Optimal One-Shot Distributed Learning NIPS 2019
DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation NIPS 2019
An Accelerated Decentralized Stochastic Proximal Algorithm for Finite Sums NIPS 2019
DINGO: Distributed Newton-Type Method for Gradient-Norm Optimization NIPS 2019
Distributed Low-rank Matrix Factorization With Exact Consensus NIPS 2019
Distributed estimation of the inverse Hessian by determinantal averaging NIPS 2019
Locally Private Learning without Interaction Requires Separation NIPS 2019
Qsparse-local-SGD: Distributed SGD with Quantization, Sparsification and Local Computations NIPS 2019
Double Quantization for Communication-Efficient Distributed Optimization NIPS 2019
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018
Communication Efficient Parallel Algorithms for Optimization on Manifolds NIPS 2018
GIANT: Globally Improved Approximate Newton Method for Distributed Optimization NIPS 2018
Sparsified SGD with Memory NIPS 2018
Byzantine Stochastic Gradient Descent NIPS 2018
Optimal Algorithms for Non-Smooth Distributed Optimization in Networks NIPS 2018