In this paper, we develop new tools and connections for . In this setting, we are given a problem instance and an integer , and the goal is to design an approximation algorithm with the fastest possible running time. We give randomized algorithms that establish an approximation ratio of for maximum independent set in time, for chromatic number in time, for minimum vertex cover in time, and for minimum -hypergraph vertex cover in time.
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