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embedding space

298 papers

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representation learning (6174) word embedding (1764) contrastive learning (3979) metric learning (1189) embedding learning (609) deep metric learning (123) large language model (12755) zero-shot learning (3637) transfer learning (5442) few-shot learning (3390)

Papers

Too Much in Common: Shifting of Embeddings in Transformer Language Models and its Implications NAACL 2021
Simultaneous Similarity-based Self-Distillation for Deep Metric Learning ICML 2021
Rethinking Preventing Class-Collapsing in Metric Learning With Margin-Based Losses ICCV 2021
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors ICCV 2021
Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning AAAI 2021
Data Augmentation with Unsupervised Machine Translation Improves the Structural Similarity of Cross-lingual Word Embeddings ACL 2021
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction AAAI 2021
Second Order WinoBias (SoWinoBias) Test Set for Latent Gender Bias Detection in Coreference Resolution ACL 2021
Enriching ImageNet With Human Similarity Judgments and Psychological Embeddings CVPR 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings EMNLP 2021
Monitoring geometrical properties of word embeddings for detecting the emergence of new topics. EMNLP 2021
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training EMNLP 2021
Analyzing the Surprising Variability in Word Embedding Stability Across Languages EMNLP 2021
Putting Words in BERT’s Mouth: Navigating Contextualized Vector Spaces with Pseudowords EMNLP 2021
An Uncertainty-Aware Encoder for Aspect Detection EMNLP 2021
A Knowledge-Guided Framework for Frame Identification ACL 2021
Changing the Basis of Contextual Representations with Explicit Semantics ACL 2021
End-to-End Signal Factorization for Speech: Identity, Content, and Style IJCAI 2020
Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies NIPS 2020
Proxy Network for Few Shot Learning ACML 2020
EmbLexChange at SemEval-2020 Task 1: Unsupervised Embedding-based Detection of Lexical Semantic Changes SEMEVAL 2020
Plug and Play Autoencoders for Conditional Text Generation EMNLP 2020
Moving in the Right Direction: A Regularization for Deep Metric Learning CVPR 2020
Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning CVPR 2020
Federated Learning with Only Positive Labels ICML 2020