2 papers
cs.LG2020
A Hybrid-Order Distributed SGD Method for Non-Convex Optimization to Balance Communication Overhead, Computational Complexity, and Convergence Rate
Naeimeh Omidvar, Mohammad Ali Maddah-Ali, Hamed Mahdavi
In this paper, we propose a method of distributed stochastic gradient descent (SGD), with low communication load and computational complexity, and still fast convergence. To reduce…
cs.LG2019
Towards Deployment of Robust AI Agents for Human-Machine Partnerships
Ahana Ghosh, Sebastian Tschiatschek, Hamed Mahdavi +1
We study the problem of designing AI agents that can robustly cooperate with people in human-machine partnerships. Our work is inspired by real-life scenarios in which an AI agent,…