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Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex
  Optimization

Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex Optimization

IEEE Transactions on Automatic Control (IEEE TAC), 2019
19 August 2019
Stefan Vlaski
Ali H. Sayed
    ODL
ArXiv (abs)PDFHTML

Papers citing "Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex Optimization"

14 / 14 papers shown
Pushing Test-Time Scaling Limits of Deep Search with Asymmetric Verification
Pushing Test-Time Scaling Limits of Deep Search with Asymmetric Verification
Weihao Zeng
Keqing He
Chuqiao Kuang
X. Li
Junxian He
169
0
0
07 Oct 2025
On the Escaping Efficiency of Distributed Adversarial Training Algorithms
On the Escaping Efficiency of Distributed Adversarial Training Algorithms
Ying Cao
Kun Yuan
Ali H. Sayed
AAML
252
0
0
14 Sep 2025
On the Trade-off between Flatness and Optimization in Distributed Learning
On the Trade-off between Flatness and Optimization in Distributed Learning
Ying Cao
Zhaoxian Wu
Kun Yuan
Ali H. Sayed
544
4
0
28 Jun 2024
On the Second-Order Convergence of Biased Policy Gradient Algorithms
On the Second-Order Convergence of Biased Policy Gradient AlgorithmsInternational Conference on Machine Learning (ICML), 2023
Siqiao Mu
Diego Klabjan
476
4
0
05 Nov 2023
Exact Subspace Diffusion for Decentralized Multitask Learning
Exact Subspace Diffusion for Decentralized Multitask LearningIEEE Conference on Decision and Control (CDC), 2023
Shreya Wadehra
Roula Nassif
Stefan Vlaski
233
2
0
14 Apr 2023
Type-II Saddles and Probabilistic Stability of Stochastic Gradient
  Descent
Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent
Liu Ziyin
Botao Li
Tomer Galanti
Masakuni Ueda
319
8
0
23 Mar 2023
Almost Sure Saddle Avoidance of Stochastic Gradient Methods without the
  Bounded Gradient Assumption
Almost Sure Saddle Avoidance of Stochastic Gradient Methods without the Bounded Gradient Assumption
Jun Liu
Ye Yuan
ODL
178
1
0
15 Feb 2023
3DPG: Distributed Deep Deterministic Policy Gradient Algorithms for
  Networked Multi-Agent Systems
3DPG: Distributed Deep Deterministic Policy Gradient Algorithms for Networked Multi-Agent Systems
Adrian Redder
Arunselvan Ramaswamy
Holger Karl
OffRL
301
3
0
03 Jan 2022
Distributed Adaptive Learning Under Communication Constraints
Distributed Adaptive Learning Under Communication ConstraintsIEEE Open Journal of Signal Processing (JOSP), 2021
Marco Carpentiero
Vincenzo Matta
Ali H. Sayed
246
20
0
03 Dec 2021
SGD with a Constant Large Learning Rate Can Converge to Local Maxima
SGD with a Constant Large Learning Rate Can Converge to Local Maxima
Liu Ziyin
Botao Li
James B. Simon
Masakuni Ueda
301
10
0
25 Jul 2021
Second-Order Guarantees in Federated Learning
Second-Order Guarantees in Federated LearningAsilomar Conference on Signals, Systems and Computers (Asilomar), 2020
Stefan Vlaski
Elsa Rizk
Ali H. Sayed
FedML
181
7
0
02 Dec 2020
On the Almost Sure Convergence of Stochastic Gradient Descent in
  Non-Convex Problems
On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems
P. Mertikopoulos
Nadav Hallak
Ali Kavis
Volkan Cevher
272
113
0
19 Jun 2020
Second-Order Guarantees in Centralized, Federated and Decentralized
  Nonconvex Optimization
Second-Order Guarantees in Centralized, Federated and Decentralized Nonconvex OptimizationCommunications in Information and Systems (CIS), 2020
Stefan Vlaski
Ali H. Sayed
249
5
0
31 Mar 2020
Linear Speedup in Saddle-Point Escape for Decentralized Non-Convex
  Optimization
Linear Speedup in Saddle-Point Escape for Decentralized Non-Convex OptimizationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Stefan Vlaski
Ali H. Sayed
252
2
0
30 Oct 2019
1
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