Birs- 21w5167: Optimization under Uncertainty: Learning and Decision Making (Online)
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Title: Subregular Recourse in Multistage Stochastic Optimization
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Title: Data-driven sample average approximation with covariate information
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Title: A primal-dual algorithm for large-scale risk minimization
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Title: Transport methods for likelihood-free inference and data assimilation
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Title: Optimal control of PDEs under uncertainty with joint chance state constraints
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Title: Taylor approximation for PDE and chance constrained optimization under uncertainty
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Title: Conditional Sampling with Monotone GANs: Modifying Generative Models to Solve Inverse Problems
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Title: Nonparametric maximum likelihood estimation in heteroscedastic mixture models: density estimation, denoising and deconvolution
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Title: Hyper-differential sensitivity analysis for control under uncertainty of aerospace vehicles
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Title: Train Like a (VarPro): Efficient Training of Neural Networks with Variable Projection
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