representation learning

Size-Independent Sample Complexity of Neural Networks COLT 2018 Speeding up Context-based Sentence Representation Learning with Non-autoregressive Convolutional Decoding ACL 2018 Structure-Aware Convolutional Neural Networks NeurIPS 2018 Structured Representation Learning for Online Debate Stance Prediction COLING 2018 Subword-augmented Embedding for Cloze Reading Comprehension COLING 2018 Task-oriented Word Embedding for Text Classification COLING 2018 Teaching Syntax by Adversarial Distraction EMNLP 2018 The Emergence of Semantics in Neural Network Representations of Visual Information NAACL 2018 The Sparse Manifold Transform NeurIPS 2018 Think Globally, Embed Locally --- Locally Linear Meta-embedding of Words IJCAI 2018 Towards an Unsupervised Entrainment Distance in Conversational Speech Using Deep Neural Networks Interspeech 2018 Towards Better Representation Learning for Personalized News Recommendation: a Multi-Channel Deep Fusion Approach IJCAI 2018 Towards Robust and Privacy-preserving Text Representations ACL 2018 Towards Understanding Learning Representations: To What Extent Do Different Neural Networks Learn the Same Representation NeurIPS 2018 Trading robust representations for sample complexity through self-supervised visual experience NeurIPS 2018 Transition-based Neural RST Parsing with Implicit Syntax Features COLING 2018 Translations as Additional Contexts for Sentence Classification IJCAI 2018 Tree Edit Distance Learning via Adaptive Symbol Embeddings ICML 2018 Ultra-Fine Entity Typing ACL 2018 Understanding image motion with group representations ICLR 2018 Under the Hood: Using Diagnostic Classifiers to Investigate and Improve how Language Models Track Agreement Information EMNLP 2018 Universal Planning Networks: Learning Generalizable Representations for Visuomotor Control ICML 2018 Universal Sentence Encoder for English EMNLP 2018 Unsupervised Adversarial Invariance NeurIPS 2018 Unsupervised Correlation Analysis CVPR 2018