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Shie Mannor, Nathan Srebro. Preface. In Shie Mannor, Nathan Srebro, Robert C. Williamson, editors, COLT 2012 - The 25th Annual Conference on Learning Theory, June 25-27, 2012, Edinburgh, Scotland. JMLR.org, 2012. [doi]