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On Maximally Aligned Subspaces
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On Universal Approximation of Neural Nets
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On Dual Norms
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NeurIPS 2018 - Links to 3-min Videos
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Deep Learning for Robust Detection of Evasive Malware
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Benchmarking Open-Source Bayesian Optimization Implementations on the COCO Noiseless Testbed
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Computing the Optimal Discriminator between Mixture of Gaussians
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On DeepMind's Population-Based Training
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Expected Improvement for Bayesian Optimization: A Derivation
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Weighted Majority Algorithm: A beautiful algorithm for Learning from Experts
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Non-Smooth Analysis for Convergence of Derivative-Free Optimization
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A Gentle Tour through Sampling Techniques
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On the Positive Definitness of Multivariate Gaussian's Covariance Matrix
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Quadratic Function Optimization via Linear Algebra
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A Practical Summary to Matrix Inversion
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DACE/BLUP MSE for EGO
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Random Projections for Lipschitz Functions
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Stochastic Processes for Expensive Black-Box Optimization
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L1-Norm Minimization as a Linear Program