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Rethinking Automatic Differentiation for Machine Learning Workloads

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Accelerating and Improving Approximate Inference

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Generative Modeling for Computer Aided Design

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Learning to Solve Partial Differential Equations

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Data-Driven Design of Mechanical Meta-Materials

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Optimizing Expensive Objective Functions

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Understanding Deep Neural Networks

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Machine Learning for Design of Chemical Compounds and Reactions

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Sequential Decision Making for Computer Numeric Control (CNC) Manufacturing