Optimization

Guaranteed Sufficient Decrease for Stochastic Variance Reduced Gradient Optimization AISTATS 2018 Guide Actor-Critic for Continuous Control ICLR 2018 Handling implicit and explicit constraints in manipulation planning RSS 2018 Harmonic Mean Iteratively Reweighted Least Squares for Low-Rank Matrix Recovery JMLR 2018 Hessian-based Analysis of Large Batch Training and Robustness to Adversaries NeurIPS 2018 Hierarchical Recurrent Neural Networks for Acoustic Modeling Interspeech 2018 Hierarchical Representations for Efficient Architecture Search ICLR 2018 Higher-order Relation Schema Induction using Tensor Factorization with Back-off and Aggregation ACL 2018 High-Speed Tracking With Multi-Kernel Correlation Filters CVPR 2018 HONES: A Fast and Tuning-free Homotopy Method For Online Newton Step AISTATS 2018 Horizon-Independent Minimax Linear Regression NeurIPS 2018 How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? NeurIPS 2018 How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective NeurIPS 2018 How to tell when a clustering is (approximately) correct using convex relaxations NeurIPS 2018 Hybrid Camera Pose Estimation CVPR 2018 Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization JMLR 2018 Hyperparameter optimization: a spectral approach ICLR 2018 Hyperparameter Optimization for Tracking With Continuous Deep Q-Learning CVPR 2018 ICE-BA: Incremental, Consistent and Efficient Bundle Adjustment for Visual-Inertial SLAM CVPR 2018 IHT dies hard: Provable accelerated Iterative Hard Thresholding AISTATS 2018 Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval and Matrix Completion ICML 2018 Importance Sampling for Minibatches JMLR 2018 Improved Asynchronous Parallel Optimization Analysis for Stochastic Incremental Methods JMLR 2018 Improved large-scale graph learning through ridge spectral sparsification ICML 2018 Improving Beam Search by Removing Monotonic Constraint for Neural Machine Translation ACL 2018