35 citations · 243 across the 61 of their papers we have counts for
4 papers · 1 filter
Distributed SDDM Solvers: Theory & Applications
Rasul Tutunov, Haitham Bou-Ammar, Ali Jadbabaie
In this paper, we propose distributed solvers for systems of linear equations given by symmetric diagonally dominant M-matrices based on the parallel solver of Spielman and Peng. W…
Safe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret
Haitham Bou Ammar, Rasul Tutunov, Eric Eaton
Lifelong reinforcement learning provides a promising framework for developing versatile agents that can accumulate knowledge over a lifetime of experience and rapidly learn new tas…
Fast, Accurate Second Order Methods for Network Optimization
Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie
Dual descent methods are commonly used to solve network flow optimization problems, since their implementation can be distributed over the network. These algorithms, however, often…
A Fast Distributed Solver for Symmetric Diagonally Dominant Linear Equations
Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie
In this paper, we propose a fast distributed solver for linear equations given by symmetric diagonally dominant M-Matrices. Our approach is based on a distributed implementation of…