Embedding Learning

GNEG: Graph-Based Negative Sampling for word2vec ACL 2018 Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN NeurIPS 2018 Group Consistent Similarity Learning via Deep CRF for Person Re-Identification CVPR 2018 Hashtag2Vec: Learning Hashtag Representation with Relational Hierarchical Embedding Model IJCAI 2018 Higher-order Relation Schema Induction using Tensor Factorization with Back-off and Aggregation ACL 2018 Hyperbolic Entailment Cones for Learning Hierarchical Embeddings ICML 2018 Hyperbolic Neural Networks NeurIPS 2018 hyperdoc2vec: Distributed Representations of Hypertext Documents ACL 2018 Illustrative Language Understanding: Large-Scale Visual Grounding with Image Search ACL 2018 Improved Accented Speech Recognition Using Accent Embeddings and Multi-task Learning Interspeech 2018 Improved Semantic-Aware Network Embedding with Fine-Grained Word Alignment EMNLP 2018 Improving Cross-Lingual Word Embeddings by Meeting in the Middle EMNLP 2018 Improving Knowledge Graph Embedding Using Simple Constraints ACL 2018 Incorporating Chinese Characters of Words for Lexical Sememe Prediction ACL 2018 Incorporating Latent Meanings of Morphological Compositions to Enhance Word Embeddings ACL 2018 Incorporating Subword Information into Matrix Factorization Word Embeddings NAACL 2018 Increasing In-Class Similarity by Retrofitting Embeddings with Demographic Information EMNLP 2018 Integrative Network Embedding via Deep Joint Reconstruction IJCAI 2018 Interpretable and Compositional Relation Learning by Joint Training with an Autoencoder ACL 2018 Interpretable Word Embedding Contextualization EMNLP 2018 Investigating Domain-Specific Information for Neural Coreference Resolution on Biomedical Texts ACL 2018 i-Vectors in Language Modeling: An Efficient Way of Domain Adaptation for Feed-Forward Models Interspeech 2018 Joint Discriminative Embedding Learning, Speech Activity and Overlap Detection for the DIHARD Speaker Diarization Challenge Interspeech 2018 Joint Embedding of Words and Labels for Text Classification ACL 2018 Joint Learning Embeddings for Chinese Words and their Components via Ladder Structured Networks IJCAI 2018