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Continuous Optimization

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Papers

Personalized Federated Learning with Moreau Envelopes NIPS 2020
BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization NIPS 2020
First-Order Methods for Large-Scale Market Equilibrium Computation NIPS 2020
Minibatch Stochastic Approximate Proximal Point Methods NIPS 2020
Entrywise convergence of iterative methods for eigenproblems NIPS 2020
Approximate Heavily-Constrained Learning with Lagrange Multiplier Models NIPS 2020
Projection Robust Wasserstein Distance and Riemannian Optimization NIPS 2020
Rank-based Lasso - efficient methods for high-dimensional robust model selection JMLR 2020
A Sparse Semismooth Newton Based Proximal Majorization-Minimization Algorithm for Nonconvex Square-Root-Loss Regression Problems JMLR 2020
Recovery of a Mixture of Gaussians by Sum-of-Norms Clustering JMLR 2020
On the Theoretical Guarantees for Parameter Estimation of Gaussian Random Field Models: A Sparse Precision Matrix Approach JMLR 2020
Accelerated Factored Gradient Descent for Low-Rank Matrix Factorization AISTATS 2020
Stochastic Variance-Reduced Algorithms for PCA with Arbitrary Mini-Batch Sizes AISTATS 2020
Scalable Nearest Neighbor Search for Optimal Transport ICML 2020
Fast Differentiable Sorting and Ranking ICML 2020
Manifold Identification for Ultimately Communication-Efficient Distributed Optimization ICML 2020
Stochastic Gauss-Newton Algorithms for Nonconvex Compositional Optimization ICML 2020
Stronger and Faster Wasserstein Adversarial Attacks ICML 2020
Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020
Linear Convergence of Randomized Primal-Dual Coordinate Method for Large-scale Linear Constrained Convex Programming ICML 2020
Multi-Fidelity Black-Box Optimization for Time-Optimal Quadrotor Maneuvers RSS 2020
Aerial Manipulation Using Hybrid Force and Position NMPC Applied to Aerial Writing RSS 2020
NH-TTC: A gradient-based framework for generalized anticipatory collision avoidance RSS 2020
Finding Second-Order Stationary Points Efficiently in Smooth Nonconvex Linearly Constrained Optimization Problems NIPS 2020
Identifying Mechanical Models of Unknown Objects with Differentiable Physics Simulations L4DC 2020