451 citations · 1.7k across the 73 of their papers we have counts for
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cs.IT2007★ 5 cited
Universal Reinforcement Learning
Vivek F. Farias, Ciamac C. Moallemi, Tsachy Weissman +1
We consider an agent interacting with an unmodeled environment. At each time, the agent makes an observation, takes an action, and incurs a cost. Its actions can influence future o…
math.OC2007★ 23 cited
Convergence of the Min-Sum Algorithm for Convex Optimization
Ciamac C. Moallemi, Benjamin Van Roy
We establish that the min-sum message-passing algorithm and its asynchronous variants converge for a large class of unconstrained convex optimization problems.