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Continuous Optimization

3,907 papers

Papers per year

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Papers

UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization NIPS 2019
Non-Convex Matrix Completion and Related Problems via Strong Duality JMLR 2019
Robust Principal Component Analysis with Adaptive Neighbors NIPS 2019
The pywmi Framework and Toolbox for Probabilistic Inference using Weighted Model Integration IJCAI 2019
Hierarchical Optimal Transport for Document Representation NIPS 2019
Almost surely constrained convex optimization ICML 2019
A Modified Algorithm for Multiple Input Spectrogram Inversion INTERSPEECH 2019
Convex Relaxations for Consensus and Non-Minimal Problems in 3D Vision ICCV 2019
Cubic Regularization with Momentum for Nonconvex Optimization UAI 2019
Parametric Majorization for Data-Driven Energy Minimization Methods ICCV 2019
Width Provably Matters in Optimization for Deep Linear Neural Networks ICML 2019
Sliced Gromov-Wasserstein NIPS 2019
Interior-Point Methods Strike Back: Solving the Wasserstein Barycenter Problem NIPS 2019
Beyond Backprop: Online Alternating Minimization with Auxiliary Variables ICML 2019
Lower Bounds for Parallel and Randomized Convex Optimization COLT 2019
Obtaining Fairness using Optimal Transport Theory ICML 2019
A Local Block Coordinate Descent Algorithm for the CSC Model CVPR 2019
Convergence Guarantees for a Class of Non-convex and Non-smooth Optimization Problems JMLR 2019
Adaptation Based on Generalized Discrepancy JMLR 2019
Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition CVPR 2019
Constraint Solving and Optimization Using Evolutionary Techniques IJCAI 2019
Accelerated Coordinate Descent with Arbitrary Sampling and Best Rates for Minibatches AISTATS 2019
New Convex Relaxations for MRF Inference With Unknown Graphs ICCV 2019
Scalable and Congestion-Aware Routing for Autonomous Mobility-On-Demand Via Frank-Wolfe Optimization RSS 2019
DSCOVR: Randomized Primal-Dual Block Coordinate Algorithms for Asynchronous Distributed Optimization JMLR 2019