Neural Network Optimization

Decoupling Gradient-Like Learning Rules from Representations ICML 2018 Deep Back-Projection Networks for Super-Resolution CVPR 2018 Deep Convolutional Neural Networks with Merge-and-Run Mappings IJCAI 2018 Deep Noise Tracking Network: A Hybrid Signal Processing/Deep Learning Approach to Speech Enhancement Interspeech 2018 Dendritic cortical microcircuits approximate the backpropagation algorithm NeurIPS 2018 Dense Information Flow for Neural Machine Translation NAACL 2018 Differentiable Dynamic Programming for Structured Prediction and Attention ICML 2018 Dilated Convolutional Network with Iterative Optimization for Continuous Sign Language Recognition IJCAI 2018 Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NeurIPS 2018 Direct Runge-Kutta Discretization Achieves Acceleration NeurIPS 2018 Discrimination-aware Channel Pruning for Deep Neural Networks NeurIPS 2018 Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients ICML 2018 DNN Driven Speaker Independent Audio-Visual Mask Estimation for Speech Separation Interspeech 2018 Dual Skipping Networks CVPR 2018 Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks ICML 2018 Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks ICML 2018 Edit Probability for Scene Text Recognition CVPR 2018 Efficient coordinate-wise leading eigenvector computation ALT 2018 Efficient Stochastic Gradient Hard Thresholding NeurIPS 2018 Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors ICML 2018 Escaping Saddles with Stochastic Gradients ICML 2018 Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NeurIPS 2018 Evolving Learning for Analysing Mood-Related Infant Vocalisation Interspeech 2018 Exact natural gradient in deep linear networks and its application to the nonlinear case NeurIPS 2018 Experienced Optimization with Reusable Directional Model for Hyper-Parameter Search IJCAI 2018