Neural Network Optimization

Differentiable Kernel Evolution ICCV 2019 Differentiable Linearized ADMM ICML 2019 Dimension-Free Bounds for Low-Precision Training NeurIPS 2019 Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN ICML 2019 Distribution-Dependent Analysis of Gibbs-ERM Principle COLT 2019 Dynamical Isometry is Achieved in Residual Networks in a Universal Way for any Activation Function AISTATS 2019 Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections CVPR 2019 Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup NeurIPS 2019 EA-CG: An Approximate Second-Order Method for Training Fully-Connected Neural Networks AAAI 2019 Efficient Full-Matrix Adaptive Regularization ICML 2019 Efficient Learning of Restricted Boltzmann Machines Using Covariance Estimates ACML 2019 Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection NeurIPS 2019 ELASTIC: Improving CNNs With Dynamic Scaling Policies CVPR 2019 End-to-End Adaptation with Backpropagation Through WFST for On-Device Speech Recognition System Interspeech 2019 End-to-End Monaural Speech Separation with Multi-Scale Dynamic Weighted Gated Dilated Convolutional Pyramid Network Interspeech 2019 Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting NeurIPS 2019 Environment-Dependent Attention-Driven Recurrent Convolutional Neural Network for Robust Speech Enhancement Interspeech 2019 Error Feedback Fixes SignSGD and other Gradient Compression Schemes ICML 2019 Escaping Saddle Points with Adaptive Gradient Methods ICML 2019 Estimating Information Flow in Deep Neural Networks ICML 2019 EvalNorm: Estimating Batch Normalization Statistics for Evaluation ICCV 2019 Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019 Exploring Randomly Wired Neural Networks for Image Recognition ICCV 2019 Fairness-Aware Learning for Continuous Attributes and Treatments ICML 2019 Fast and Accurate Classification with a Multi-Spike Learning Algorithm for Spiking Neurons IJCAI 2019