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Optimization

14,969 papers

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Papers

Near Optimal Algorithms for Hard Submodular Programs with Discounted Cooperative Costs AISTATS 2019
Fast Stochastic Algorithms for Low-rank and Nonsmooth Matrix Problems AISTATS 2019
Accelerated Coordinate Descent with Arbitrary Sampling and Best Rates for Minibatches AISTATS 2019
Pathwise Derivatives for Multivariate Distributions AISTATS 2019
Performance Metric Elicitation from Pairwise Classifier Comparisons AISTATS 2019
Robust Matrix Completion from Quantized Observations AISTATS 2019
An Optimal Algorithm for Stochastic Three-Composite Optimization AISTATS 2019
Distributionally Robust Submodular Maximization AISTATS 2019
Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019
Optimal Testing in the Experiment-rich Regime AISTATS 2019
Robust Graph Embedding with Noisy Link Weights AISTATS 2019
Exploring Fast and Communication-Efficient Algorithms in Large-Scale Distributed Networks AISTATS 2019
Robust descent using smoothed multiplicative noise AISTATS 2019
Classification using margin pursuit AISTATS 2019
Nonlinear Acceleration of Primal-Dual Algorithms AISTATS 2019
Exponential convergence rates for Batch Normalization: The power of length-direction decoupling in non-convex optimization AISTATS 2019
Optimal Transport for Multi-source Domain Adaptation under Target Shift AISTATS 2019
Interaction Matters: A Note on Non-asymptotic Local Convergence of Generative Adversarial Networks AISTATS 2019
On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition AISTATS 2019
Correcting the bias in least squares regression with volume-rescaled sampling AISTATS 2019
Bandit Online Learning with Unknown Delays AISTATS 2019
Deep Neural Networks with Multi-Branch Architectures Are Intrinsically Less Non-Convex AISTATS 2019
Are we there yet? Manifold identification of gradient-related proximal methods AISTATS 2019
Bayesian optimisation under uncertain inputs AISTATS 2019
Optimal Minimization of the Sum of Three Convex Functions with a Linear Operator AISTATS 2019