Optimization

Collaboratively Weighting Deep and Classic Representation via l_2 Regularization for Image Classification ACML 2018 Combinatorial Penalties: Which structures are preserved by convex relaxations? AISTATS 2018 Combinatorial Pure Exploration with Continuous and Separable Reward Functions and Its Applications IJCAI 2018 Combining Natural Gradient with Hessian Free Methods for Sequence Training Interspeech 2018 Communication Algorithms via Deep Learning ICLR 2018 Communication Compression for Decentralized Training NeurIPS 2018 Communication Efficient Parallel Algorithms for Optimization on Manifolds NeurIPS 2018 Computational Approaches for Stochastic Shortest Path on Succinct MDPs IJCAI 2018 Computational Optimal Transport: Complexity by Accelerated Gradient Descent Is Better Than by Sinkhorn’s Algorithm ICML 2018 Computing Higher Order Derivatives of Matrix and Tensor Expressions NeurIPS 2018 Computing Kantorovich-Wasserstein Distances on d-dimensional histograms using (d+1)-partite graphs NeurIPS 2018 Conditional Noise-Contrastive Estimation of Unnormalised Models ICML 2018 Connecting Optimization and Regularization Paths NeurIPS 2018 Constant Regret, Generalized Mixability, and Mirror Descent NeurIPS 2018 Construction of Incoherent Dictionaries via Direct Babel Function Minimization ACML 2018 Contact-Implicit Optimization of Locomotion Trajectories for a Quadrupedal Microrobot RSS 2018 Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions ICML 2018 Continuous Relaxation of MAP Inference: A Nonconvex Perspective CVPR 2018 Continuous Word Embedding Fusion via Spectral Decomposition CoNLL 2018 Contour location via entropy reduction leveraging multiple information sources NeurIPS 2018 Convergence Analysis of Gradient Descent for Eigenvector Computation IJCAI 2018 Convergence diagnostics for stochastic gradient descent with constant learning rate AISTATS 2018 Convergence guarantees for a class of non-convex and non-smooth optimization problems ICML 2018 Convergence of Cubic Regularization for Nonconvex Optimization under KL Property NeurIPS 2018 Convergence of Unregularized Online Learning Algorithms JMLR 2018