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This research was performed at the AUTOLAB at UC Berkeley in affiliation with the Berkeley AI Research (BAIR) Lab, and the CITRIS "People and Robots" (CPAR) Initiative. This research was supported in part by Siemens. All code is open source and can be found at the AUTOLAB github: https://github.com/BerkeleyAutomation/AlphaGarden