Second-order Guarantees of Distributed Gradient Algorithms

Second-order Guarantees of Distributed Gradient Algorithms

23 September 2018

Amir Daneshmand

Vyacheslav Kungurtsev

Papers citing "Second-order Guarantees of Distributed Gradient Algorithms"

10 / 10 papers shown

Title
A Tutorial on Distributed Optimization for Cooperative Robotics: from Setups and Algorithms to Toolboxes and Research Directions Andrea Testa Guido Carnevale G. Notarstefano 31 10 0 08 Sep 2023
Distributed Optimization Methods for Multi-Robot Systems: Part II -- A Survey O. Shorinwa Trevor Halsted Javier Yu Mac Schwager 26 19 0 26 Jan 2023
Decentralized Nonconvex Optimization with Guaranteed Privacy and Accuracy Yongqiang Wang Tamer Basar 26 21 0 14 Dec 2022
Distributed Sparse Regression via Penalization Yao Ji G. Scutari Ying Sun Harsha Honnappa 22 5 0 12 Nov 2021
A Survey of Distributed Optimization Methods for Multi-Robot Systems Trevor Halsted O. Shorinwa Javier Yu Mac Schwager 30 39 0 23 Mar 2021
Distributed Gradient Flow: Nonsmoothness, Nonconvexity, and Saddle Point Evasion Brian Swenson Ryan W. Murray H. Vincent Poor S. Kar 12 16 0 12 Aug 2020
Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex Optimization Stefan Vlaski Ali H. Sayed ODL 29 21 0 19 Aug 2019
Distributed Gradient Descent: Nonconvergence to Saddle Points and the Stable-Manifold Theorem Brian Swenson Ryan W. Murray H. Vincent Poor S. Kar 26 14 0 07 Aug 2019
Distributed Learning in Non-Convex Environments -- Part II: Polynomial Escape from Saddle-Points Stefan Vlaski Ali H. Sayed 27 53 0 03 Jul 2019
Distributed stochastic optimization with gradient tracking over strongly-connected networks Ran Xin Anit Kumar Sahu U. Khan S. Kar 18 111 0 18 Mar 2019