Embedding Learning

Generalization Error Bound for Hyperbolic Ordinal Embedding ICML 2021 Generalized and Discriminative Few-Shot Object Detection via SVD-Dictionary Enhancement NeurIPS 2021 GlossReader at SemEval-2021 Task 2: Reading Definitions Improves Contextualized Word Embeddings SemEval 2021 Graph Entropy Guided Node Embedding Dimension Selection for Graph Neural Networks IJCAI 2021 GraphReach: Position-Aware Graph Neural Network using Reachability Estimations IJCAI 2021 Hierarchical Lovasz Embeddings for Proposal-Free Panoptic Segmentation CVPR 2021 Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification ACL 2021 HittER: Hierarchical Transformers for Knowledge Graph Embeddings EMNLP 2021 HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context Representations EMNLP 2021 How can classical multidimensional scaling go wrong? NeurIPS 2021 How Does Fine-tuning Affect the Geometry of Embedding Space: A Case Study on Isotropy EMNLP 2021 How Familiar Does That Sound? Cross-Lingual Representational Similarity Analysis of Acoustic Word Embeddings EMNLP 2021 Hyperbolic Geometry is Not Necessary: Lightweight Euclidean-Based Models for Low-Dimensional Knowledge Graph Embeddings EMNLP 2021 Hyperbolic graph embedding with enhanced semi-implicit variational inference. AISTATS 2021 HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning EMNLP 2021 ICSpk: Interpretable Complex Speaker Embedding Extractor from Raw Waveform Interspeech 2021 Identifying Distributional Perspectives from Colingual Groups NAACL 2021 Identifying the Importance of Content Overlap for Better Cross-lingual Embedding Mappings EMNLP 2021 Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning CoNLL 2021 Improving Embedding-based Large-scale Retrieval via Label Enhancement EMNLP 2021 Improving Hashing Algorithms for Similarity Search via MLE and the Control Variates Trick ACML 2021 Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation EMNLP 2021 Improving Predictors via Combination Across Diverse Task Categories ICML 2021 Improving the Diversity of Unsupervised Paraphrasing with Embedding Outputs EMNLP 2021 Improving Video Captioning With Temporal Composition of a Visual-Syntactic Embedding WACV 2021