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As scientific data is reaching exascale, scalable and energy efficient data analytics is quickly becoming a top notch priority. Yet, a sustainable solution to this problem is hampered by a number of technical challenges that get exacerbated with the emerging hardware and software technology trends. In this paper, we present a number of recently created "secret sauces" that promise to address some of these challenges. We discuss transformative approaches to efficient data reduction,doi:10.1109/igcc.2012.6322265 dblp:conf/green/LakshminarasimhanKLCKS12 fatcat:dremvfojkre5vm2n7qhimzxjgm