Optimization

Fault Tolerance in Iterative-Convergent Machine Learning ICML 2019 Feature Grouping as a Stochastic Regularizer for High-Dimensional Structured Data ICML 2019 Feature subset selection for the multinomial logit model via mixed-integer optimization AISTATS 2019 Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration CVPR 2019 FilterReg: Robust and Efficient Probabilistic Point-Set Registration Using Gaussian Filter and Twist Parameterization CVPR 2019 Finding Options that Minimize Planning Time ICML 2019 Finding the Needle in the Haystack with Convolutions: on the benefits of architectural bias NeurIPS 2019 Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks ICML 2019 Fine-grained Optimization of Deep Neural Networks NeurIPS 2019 Finite-Time Error Bounds For Linear Stochastic Approximation andTD Learning COLT 2019 Finite-Time Performance Bounds and Adaptive Learning Rate Selection for Two Time-Scale Reinforcement Learning NeurIPS 2019 First-Order Algorithms Converge Faster than $O(1/k)$ on Convex Problems ICML 2019 First-order methods almost always avoid saddle points: The case of vanishing step-sizes NeurIPS 2019 Fixing Implicit Derivatives: Trust-Region Based Learning of Continuous Energy Functions NeurIPS 2019 Fixing Mini-batch Sequences with Hierarchical Robust Partitioning AISTATS 2019 Fixing the train-test resolution discrepancy NeurIPS 2019 Floor-SP: Inverse CAD for Floorplans by Sequential Room-Wise Shortest Path ICCV 2019 FloWaveNet : A Generative Flow for Raw Audio ICML 2019 FOCNet: A Fractional Optimal Control Network for Image Denoising CVPR 2019 Forward-Backward Generative Adversarial Networks for Anomaly Detection ACML 2019 From Complexity to Simplicity: Adaptive ES-Active Subspaces for Blackbox Optimization NeurIPS 2019 Functional Transparency for Structured Data: a Game-Theoretic Approach ICML 2019 Game Design for Eliciting Distinguishable Behavior NeurIPS 2019 Game Theoretic Optimization via Gradient-based Nikaido-Isoda Function ICML 2019 Gaussian Process Optimization with Adaptive Sketching: Scalable and No Regret COLT 2019