Deep Learning

How Neural Network Depth Compensates for HMM Conditional Independence Assumptions in DNN-HMM Acoustic Models Interspeech 2016 How to Center Deep Boltzmann Machines JMLR 2016 Hybrid Orthogonal Projection and Estimation (HOPE): A New Framework to Learn Neural Networks JMLR 2016 HyperNet: Towards Accurate Region Proposal Generation and Joint Object Detection CVPR 2016 Idlak Tangle: An Open Source Kaldi Based Parametric Speech Synthesiser Based on DNN Interspeech 2016 iLab-20M: A Large-Scale Controlled Object Dataset to Investigate Deep Learning CVPR 2016 Image Captioning With Semantic Attention CVPR 2016 Image Question Answering Using Convolutional Neural Network With Dynamic Parameter Prediction CVPR 2016 Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections NeurIPS 2016 Image Style Transfer Using Convolutional Neural Networks CVPR 2016 Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings COLING 2016 Improved Deep Metric Learning with Multi-class N-pair Loss Objective NeurIPS 2016 Improved Dropout for Shallow and Deep Learning NeurIPS 2016 Improved Music Genre Classification with Convolutional Neural Networks Interspeech 2016 Improved MVDR Beamforming Using Single-Channel Mask Prediction Networks Interspeech 2016 Improved Neural Network Initialization by Grouping Context-Dependent Targets for Acoustic Modeling Interspeech 2016 Improved relation classification by deep recurrent neural networks with data augmentation COLING 2016 Improved Techniques for Training GANs NeurIPS 2016 Improved Variational Inference with Inverse Autoregressive Flow NeurIPS 2016 Improving Attention Modeling with Implicit Distortion and Fertility for Machine Translation COLING 2016 Improving Deep Neural Networks Based Speaker Verification Using Unlabeled Data Interspeech 2016 Improving English Conversational Telephone Speech Recognition Interspeech 2016 Improving historical spelling normalization with bi-directional LSTMs and multi-task learning COLING 2016 Improving Human Action Recognition by Non-Action Classification CVPR 2016 Improving Large Vocabulary Accented Mandarin Speech Recognition with Attribute-Based I-Vectors Interspeech 2016