research
∙
03/05/2023
Local Environment Poisoning Attacks on Federated Reinforcement Learning
Federated learning (FL) has become a popular tool for solving traditiona...
share
research
∙
11/03/2022
Theta-Resonance: A Single-Step Reinforcement Learning Method for Design Space Exploration
Given an environment (e.g., a simulator) for evaluating samples in a spe...
research
∙
03/14/2022
The Role of Local Steps in Local SGD
We consider the distributed stochastic optimization problem where n agen...
research
∙
01/30/2022
Faster Convergence of Local SGD for Over-Parameterized Models
Modern machine learning architectures are often highly expressive. They ...
research
∙
11/06/2020
Communication-efficient Decentralized Local SGD over Undirected Networks
We consider the distributed learning problem where a network of n agents...
research
∙
11/06/2020