Unsupervised Learning

PD3: Better Low-Resource Cross-Lingual Transfer By Combining Direct Transfer and Annotation Projection EMNLP 2018 Phrase2VecGLM: Neural generalized language model–based semantic tagging for complex query reformulation in medical IR ACL 2018 Phrase-Based & Neural Unsupervised Machine Translation EMNLP 2018 Phrase-based Unsupervised Machine Translation with Compositional Phrase Embeddings EMNLP 2018 Picking Apart Story Salads EMNLP 2018 Progressive Generative Hashing for Image Retrieval IJCAI 2018 QuantTree: Histograms for Change Detection in Multivariate Data Streams ICML 2018 RDEC: Integrating Regularization into Deep Embedded Clustering for Imbalanced Datasets ACML 2018 Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions ICLR 2018 Robust Cross-Lingual Hypernymy Detection Using Dependency Context NAACL 2018 Robust Feature Selection on Incomplete Data IJCAI 2018 Robust Multi-view Representation: A Unified Perspective from Multi-view Learning to Domain Adaption IJCAI 2018 RotationNet: Joint Object Categorization and Pose Estimation Using Multiviews From Unsupervised Viewpoints CVPR 2018 Sampling Informative Training Data for RNN Language Models ACL 2018 Sampling Strategies in Siamese Networks for Unsupervised Speech Representation Learning Interspeech 2018 Scalable Factorized Hierarchical Variational Autoencoder Training Interspeech 2018 Scalable Generalized Dynamic Topic Models AISTATS 2018 SCAN: Learning Hierarchical Compositional Visual Concepts ICLR 2018 Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects NeurIPS 2018 SetExpander: End-to-end Term Set Expansion Based on Multi-Context Term Embeddings COLING 2018 Simple Unsupervised Keyphrase Extraction using Sentence Embeddings CoNLL 2018 Simulated+Unsupervised Learning With Adaptive Data Generation and Bidirectional Mappings ICLR 2018 Simultaneous Clustering and Estimation of Heterogeneous Graphical Models JMLR 2018 SpectralNet: Spectral Clustering using Deep Neural Networks ICLR 2018 Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources EMNLP 2018