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The aim of this paper is to prove an improved version of the boundeddifferences inequality for matrix valued functions, by developing the methodsof Mackey et al.: "Matrix Concentration Inequalities via the Method ofExchangeable Pairs". Along the way, we prove new trace inequalities for thematrix exponential.

A Note on Matrix Concentration Inequalities via the Method of Exchangeable Pairs