Deep Learning

On Learning to Identify Genders from Raw Speech Signal Using CNNs Interspeech 2018 On Learning Vocal Tract System Related Speaker Discriminative Information from Raw Signal Using CNNs Interspeech 2018 Online Continuous-Time Tensor Factorization Based on Pairwise Interactive Point Processes IJCAI 2018 Online Convolutional Sparse Coding with Sample-Dependent Dictionary ICML 2018 Online Deep Learning: Learning Deep Neural Networks on the Fly IJCAI 2018 Online Learning Rate Adaptation with Hypergradient Descent ICLR 2018 Online Robust Policy Learning in the Presence of Unknown Adversaries NeurIPS 2018 Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks NeurIPS 2018 On Neuronal Capacity NeurIPS 2018 On Statistical Optimality of Variational Bayes AISTATS 2018 On The Alignment Problem In Multi-Head Attention-Based Neural Machine Translation EMNLP 2018 On the Application and Compression of Deep Time Delay Neural Network for Embedded Statistical Parametric Speech Synthesis Interspeech 2018 On the Automatic Generation of Medical Imaging Reports ACL 2018 On the challenges of learning with inference networks on sparse, high-dimensional data AISTATS 2018 On the Convergence of Adam and Beyond ICLR 2018 On the Convergence Properties of a K-step Averaging Stochastic Gradient Descent Algorithm for Nonconvex Optimization IJCAI 2018 On the Discrimination-Generalization Tradeoff in GANs ICLR 2018 On the Expressive Power of Overlapping Architectures of Deep Learning ICLR 2018 On the Generalization of Equivariance and Convolution in Neural Networks to the Action of Compact Groups ICML 2018 On the Global Convergence of Gradient Descent for Over-parameterized Models using Optimal Transport NeurIPS 2018 On the Impact of Various Types of Noise on Neural Machine Translation ACL 2018 On the Implicit Bias of Dropout ICML 2018 On the Importance of Label Quality for Semantic Segmentation CVPR 2018 On the importance of single directions for generalization ICLR 2018 On the insufficiency of existing momentum schemes for Stochastic Optimization ICLR 2018