no code implementations • NeurIPS 2020 • Afshin Oroojlooy, MohammadReza Nazari, Davood Hajinezhad, Jorge Silva
The first attention model is introduced to handle different numbers of roads-lanes; and the second attention model is intended for enabling decision-making with any number of phases in an intersection.
no code implementations • 11 Aug 2019 • Afshin Oroojlooyjadid, Davood Hajinezhad
Due to the recent success of MARL in real-world applications, we assign a section to provide a review of these applications and corresponding articles.
Multi-agent Reinforcement Learning reinforcement-learning +1
no code implementations • 27 Oct 2017 • Davood Hajinezhad, Mingyi Hong, Alfredo Garcia
In this paper, we consider distributed optimization problems over a multi-agent network, where each agent can only partially evaluate the objective function, and it is allowed to exchange messages with its immediate neighbors.
no code implementations • ICML 2017 • Mingyi Hong, Davood Hajinezhad, Ming-Min Zhao
In this paper we consider nonconvex optimization and learning over a network of distributed nodes.
no code implementations • NeurIPS 2016 • Davood Hajinezhad, Mingyi Hong, Tuo Zhao, Zhaoran Wang
We study a stochastic and distributed algorithm for nonconvex problems whose objective consists of a sum of $N$ nonconvex $L_i/N$-smooth functions, plus a nonsmooth regularizer.