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Continuous Optimization

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Do Subsampled Newton Methods Work for High-Dimensional Data? AAAI 2020
Finding Robust Nash equilibria ALT 2020
Exponentiated Gradient Meets Gradient Descent ALT 2020
An adaptive stochastic optimization algorithm for resource allocation ALT 2020
Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond COLT 2020
Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning AAAI 2020
A Three-Level Optimization Model for Nonlinearly Separable Clustering AAAI 2020
Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm EMNLP 2020
Super-efficiency of automatic differentiation for functions defined as a minimum ICML 2020
Rationalizing Text Matching: Learning Sparse Alignments via Optimal Transport ACL 2020
An Inverse-free Truncated Rayleigh-Ritz Method for Sparse Generalized Eigenvalue Problem AISTATS 2020
True Nonlinear Dynamics from Incomplete Networks AAAI 2020
Deep Variational Instance Segmentation NIPS 2020
Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise AAAI 2020
Using Approximation within Constraint Programming to Solve the Parallel Machine Scheduling Problem with Additional Unit Resources AAAI 2020
Modelling and Solving Online Optimisation Problems AAAI 2020
Representative Solutions for Bi-Objective Optimisation AAAI 2020
Acceleration through spectral density estimation ICML 2020
Regularized Optimal Transport is Ground Cost Adversarial ICML 2020
Adaptive multi-fidelity optimization with fast learning rates AISTATS 2020
Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization ICML 2020
Experimental Design for Optimization of Orthogonal Projection Pursuit Models AAAI 2020
ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems AAAI 2020
An $\widetilde\mathcal{O}(m/\varepsilon^3.5)$-Cost Algorithm for Semidefinite Programs with Diagonal Constraints COLT 2020
Adaptive Online Estimation of Piecewise Polynomial Trends NIPS 2020