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In this paper, we evaluate a new technique to address the phase-ordering problem: deep reinforcement learning. ... To this end, we implement AutoPhase: a framework that takes a program and uses deep reinforcement learning to find a sequence of compilation passes that minimizes its execution time. ... ACKNOWLEDGEMENT This research is supported in part by NSF CISE Expeditions Award CCF-1730628, the Defense Advanced Research ...arXiv:2003.00671v2 fatcat:xemglojhkfhllo7oeo4aosqala