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Optimization

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Papers

Momentum Accelerates the Convergence of Stochastic AUPRC Maximization AISTATS 2022
Computing D-Stationary Points of $ρ$-Margin Loss SVM AISTATS 2022
On Facility Location Problem in the Local Differential Privacy Model AISTATS 2022
How and When Random Feedback Works: A Case Study of Low-Rank Matrix Factorization AISTATS 2022
Model-free Policy Learning with Reward Gradients AISTATS 2022
On Uncertainty Estimation by Tree-based Surrogate Models in Sequential Model-based Optimization AISTATS 2022
On Multimarginal Partial Optimal Transport: Equivalent Forms and Computational Complexity AISTATS 2022
Semi-Implicit Hybrid Gradient Methods with Application to Adversarial Robustness AISTATS 2022
An Optimal Algorithm for Strongly Convex Minimization under Affine Constraints AISTATS 2022
On Convergence of Lookahead in Smooth Games AISTATS 2022
Optimizing Early Warning Classifiers to Control False Alarms via a Minimum Precision Constraint AISTATS 2022
Resampling Base Distributions of Normalizing Flows AISTATS 2022
Adversarially Robust Kernel Smoothing AISTATS 2022
Predictive variational Bayesian inference as risk-seeking optimization AISTATS 2022
Optimal transport with $f$-divergence regularization and generalized Sinkhorn algorithm AISTATS 2022
Faster Single-loop Algorithms for Minimax Optimization without Strong Concavity AISTATS 2022
Fast and accurate optimization on the orthogonal manifold without retraction AISTATS 2022
Masked Training of Neural Networks with Partial Gradients AISTATS 2022
Learning Revenue-Maximizing Auctions With Differentiable Matching AISTATS 2022
Double Control Variates for Gradient Estimation in Discrete Latent Variable Models AISTATS 2022
Communication-Compressed Adaptive Gradient Method for Distributed Nonconvex Optimization AISTATS 2022
Fast Fourier Transform Reductions for Bayesian Network Inference AISTATS 2022
Proximal Optimal Transport Modeling of Population Dynamics AISTATS 2022
Efficient Hyperparameter Tuning for Large Scale Kernel Ridge Regression AISTATS 2022
An Alternate Policy Gradient Estimator for Softmax Policies AISTATS 2022