Techniques

Residual Connections Encourage Iterative Inference ICLR 2018 Restricted Recurrent Neural Tensor Networks: Exploiting Word Frequency and Compositionality ACL 2018 RETURNN as a Generic Flexible Neural Toolkit with Application to Translation and Speech Recognition ACL 2018 Reusing Weights in Subword-Aware Neural Language Models NAACL 2018 Robust Multilingual Part-of-Speech Tagging via Adversarial Training NAACL 2018 Routing Networks: Adaptive Selection of Non-Linear Functions for Multi-Task Learning ICLR 2018 Ruminating Reader: Reasoning with Gated Multi-hop Attention ACL 2018 S2SPMN: A Simple and Effective Framework for Response Generation with Relevant Information EMNLP 2018 Scalable methods for 8-bit training of neural networks NeurIPS 2018 Scaling Neural Machine Translation EMNLP 2018 Searching for Efficient Multi-Scale Architectures for Dense Image Prediction NeurIPS 2018 Self-Attention: A Better Building Block for Sentiment Analysis Neural Network Classifiers EMNLP 2018 Self-Attentive Residual Decoder for Neural Machine Translation NAACL 2018 Self-Erasing Network for Integral Object Attention NeurIPS 2018 Self-Governing Neural Networks for On-Device Short Text Classification EMNLP 2018 Sentiment Classification towards Question-Answering with Hierarchical Matching Network EMNLP 2018 Shampoo: Preconditioned Stochastic Tensor Optimization ICML 2018 Sharing Residual Units Through Collective Tensor Factorization To Improve Deep Neural Networks IJCAI 2018 Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions CVPR 2018 Sigsoftmax: Reanalysis of the Softmax Bottleneck NeurIPS 2018 Simple and Effective Semi-Supervised Question Answering NAACL 2018 Single View Stereo Matching CVPR 2018 Skip Connections Eliminate Singularities ICLR 2018 Slot-Gated Modeling for Joint Slot Filling and Intent Prediction NAACL 2018 SMASH: One-Shot Model Architecture Search through HyperNetworks ICLR 2018