Continuous Optimization

Tensor Decomposition with Smoothness ICML 2017 Ten Steps of EM Suffice for Mixtures of Two Gaussians COLT 2017 The Numerics of GANs NeurIPS 2017 The Sample Complexity of Optimizing a Convex Function COLT 2017 Tight Bounds for Approximate Carathéodory and Beyond ICML 2017 Towards Decoding as Continuous Optimisation in Neural Machine Translation EMNLP 2017 Truncated Max-Of-Convex Models CVPR 2017 Two New Approaches to Compressed Sensing Exhibiting Both Robust Sparse Recovery and the Grouping Effect JMLR 2017 Unified representation of tractography and diffusion-weighted MRI data using sparse multidimensional arrays NeurIPS 2017 When Cyclic Coordinate Descent Outperforms Randomized Coordinate Descent NeurIPS 2017 A Box-Constrained Approach for Hard Permutation Problems ICML 2016 Accelerated Stochastic Gradient Descent for Minimizing Finite Sums AISTATS 2016 A Consensus-Based Framework for Distributed Bundle Adjustment CVPR 2016 A Convex Atomic-Norm Approach to Multiple Sequence Alignment and Motif Discovery ICML 2016 Adaptive Averaging in Accelerated Descent Dynamics NeurIPS 2016 Adaptive Newton Method for Empirical Risk Minimization to Statistical Accuracy NeurIPS 2016 Additive Approximations in High Dimensional Nonparametric Regression via the SALSA ICML 2016 A Differential Equation for Modeling Nesterov's Accelerated Gradient Method: Theory and Insights JMLR 2016 A Direct Least-Squares Solution to the PnP Problem With Unknown Focal Length CVPR 2016 Agnostic Estimation for Misspecified Phase Retrieval Models NeurIPS 2016 Algorithms and matching lower bounds for approximately-convex optimization NeurIPS 2016 A Multi-Batch L-BFGS Method for Machine Learning NeurIPS 2016 A Multi-step Inertial Forward-Backward Splitting Method for Non-convex Optimization NeurIPS 2016 An Efficient Exact-PGA Algorithm for Constant Curvature Manifolds CVPR 2016 A New Model for Acoustic Wave Propagation and Scattering in the Vocal Tract Interspeech 2016