Continuous Optimization

Parameter Optimization for Learning-based Control of Control-Affine Systems L4DC 2020 Partial Optimal Tranport with applications on Positive-Unlabeled Learning NeurIPS 2020 pbSGD: Powered Stochastic Gradient Descent Methods for Accelerated Non-Convex Optimization IJCAI 2020 Personalized Federated Learning with Moreau Envelopes NeurIPS 2020 Piecewise Linear Regression via a Difference of Convex Functions ICML 2020 Plug-and-Play Algorithms for Large-Scale Snapshot Compressive Imaging CVPR 2020 Pointwise Rotation-Invariant Network with Adaptive Sampling and 3D Spherical Voxel Convolution AAAI 2020 Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning AAAI 2020 Probabilistic Inference with Algebraic Constraints: Theoretical Limits and Practical Approximations NeurIPS 2020 Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method NeurIPS 2020 Projection Robust Wasserstein Distance and Riemannian Optimization NeurIPS 2020 Provable Overlapping Community Detection in Weighted Graphs NeurIPS 2020 Provably Constant-time Planning and Re-planning for Real-time Grasping Objects off a Conveyor Belt RSS 2020 Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping JMLR 2020 Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020 Proximity Operator of the Matrix Perspective Function and its Applications NeurIPS 2020 Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise AAAI 2020 Quadratically Regularized Subgradient Methods for Weakly Convex Optimization with Weakly Convex Constraints ICML 2020 Quadratic Decomposable Submodular Function Minimization: Theory and Practice JMLR 2020 Query Answering with Guarded Existential Rules under Stable Model Semantics AAAI 2020 Random extrapolation for primal-dual coordinate descent ICML 2020 Rank-based Lasso - efficient methods for high-dimensional robust model selection JMLR 2020 Rationalizing Text Matching: Learning Sparse Alignments via Optimal Transport ACL 2020 Ratio Trace Formulation of Wasserstein Discriminant Analysis NeurIPS 2020 Recovery of a Mixture of Gaussians by Sum-of-Norms Clustering JMLR 2020