Before revision:  The performance advantages for two variants of the algorithm are demonstrated on large-scale bandit and concurrent inventory management problems .
After revision:  The performance advantages for two variants of the algorithm are demonstrated on large-scale bandit and traffic intersection problems, providing a novel contribution to the latter in the form of a spatio-causal approximation .