Deep Learning

Nightmare at test time: How punctuation prevents parsers from generalizing EMNLP 2018 NL-FIIT at IEST-2018: Emotion Recognition utilizing Neural Networks and Multi-level Preprocessing EMNLP 2018 NLP at IEST 2018: BiLSTM-Attention and LSTM-Attention via Soft Voting in Emotion Classification EMNLP 2018 Non-Blind Deblurring: Handling Kernel Uncertainty With CNNs CVPR 2018 On the Impact of Various Types of Noise on Neural Machine Translation ACL 2018 On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis EMNLP 2018 Optical Flow Guided Feature: A Fast and Robust Motion Representation for Video Action Recognition CVPR 2018 Out-of-Distribution Detection using Multiple Semantic Label Representations NeurIPS 2018 PhaseNet: Discretized Phase Modeling with Deep Neural Networks for Audio Source Separation Interspeech 2018 Practical Deep Stereo (PDS): Toward applications-friendly deep stereo matching NeurIPS 2018 Privacy-preserving Neural Representations of Text EMNLP 2018 RDEC: Integrating Regularization into Deep Embedded Clustering for Imbalanced Datasets ACML 2018 Regularization Learning Networks: Deep Learning for Tabular Datasets NeurIPS 2018 Regularizing Deep Neural Networks with an Ensemble-based Decorrelation Method IJCAI 2018 Resource Aware Person Re-Identification Across Multiple Resolutions CVPR 2018 RETURNN as a Generic Flexible Neural Toolkit with Application to Translation and Speech Recognition ACL 2018 Revisiting Deep Intrinsic Image Decompositions CVPR 2018 Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects CVPR 2018 RICAP: Random Image Cropping and Patching Data Augmentation for Deep CNNs ACML 2018 Self-Attentional Acoustic Models Interspeech 2018 Sequence-to-Sequence Language Grounding of Non-Markovian Task Specifications RSS 2018 Session-level Language Modeling for Conversational Speech EMNLP 2018 Simple and Effective Text Simplification Using Semantic and Neural Methods ACL 2018 SINAI at IEST 2018: Neural Encoding of Emotional External Knowledge for Emotion Classification EMNLP 2018 Single Image Reflection Separation With Perceptual Losses CVPR 2018