Continuous Optimization

Distributionally Ambiguous Optimization for Batch Bayesian Optimization JMLR 2020 Distributionally Robust Local Non-parametric Conditional Estimation NeurIPS 2020 Diversity-Guided Multi-Objective Bayesian Optimization With Batch Evaluations NeurIPS 2020 Don’t Jump Through Hoops and Remove Those Loops: SVRG and Katyusha are Better Without the Outer Loop ALT 2020 Do Subsampled Newton Methods Work for High-Dimensional Data? AAAI 2020 DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image Registration MIDL 2020 Dynamic Regret of Convex and Smooth Functions NeurIPS 2020 ECLIPSE: An Extreme-Scale Linear Program Solver for Web-Applications ICML 2020 Efficient Continuous Pareto Exploration in Multi-Task Learning ICML 2020 Efficient MDI Adaptation for n-Gram Language Models Interspeech 2020 Efficient Projection-free Algorithms for Saddle Point Problems NeurIPS 2020 Efficient semidefinite-programming-based inference for binary and multi-class MRFs NeurIPS 2020 Efficient Spectrum-Revealing CUR Matrix Decomposition AISTATS 2020 Eigenvalue Normalized Recurrent Neural Networks for Short Term Memory AAAI 2020 EiGLasso: Scalable Estimation of Cartesian Product of Sparse Inverse Covariance Matrices UAI 2020 Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form NeurIPS 2020 Entrywise convergence of iterative methods for eigenproblems NeurIPS 2020 Escaping the Gravitational Pull of Softmax NeurIPS 2020 Evaluating Natural Language Generation via Unbalanced Optimal Transport IJCAI 2020 Exact and Efficient Inference for Collective Flow Diffusion Model via Minimum Convex Cost Flow Algorithm AAAI 2020 Experimental Design for Optimization of Orthogonal Projection Pursuit Models AAAI 2020 Exploiting Conic Affinity Measures to Design Speech Enhancement Systems Operating in Unseen Noise Conditions Interspeech 2020 Exploiting Higher Order Smoothness in Derivative-free Optimization and Continuous Bandits NeurIPS 2020 Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling NeurIPS 2020 Exponentiated Gradient Meets Gradient Descent ALT 2020