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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

Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022
An Isotropy Analysis in the Multilingual BERT Embedding Space ACL 2022
A Closer Look at How Fine-tuning Changes BERT ACL 2022
Self-Taught Metric Learning Without Labels CVPR 2022
Mix-and-Match: Scalable Dialog Response Retrieval using Gaussian Mixture Embeddings EMNLP 2022
Contrastive Adapters for Foundation Model Group Robustness NIPS 2022
Deep Reinforcement Learning for Entity Alignment ACL 2022
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation AACL 2022
Structuring Representations Using Group Invariants NIPS 2022
Signal in Noise: Exploring Meaning Encoded in Random Character Sequences with Character-Aware Language Models ACL 2022
Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022
On Isotropy Calibration of Transformer Models ACL 2022
Curriculum Learning Meets Weakly Supervised Multimodal Correlation Learning EMNLP 2022
En-Compactness: Self-Distillation Embedding & Contrastive Generation for Generalized Zero-Shot Learning CVPR 2022
IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces EMNLP 2022
IsoScore: Measuring the Uniformity of Embedding Space Utilization ACL 2022
Neighborhood Consensus Contrastive Learning for Backward-Compatible Representation AAAI 2022
Analyzing the Representational Geometry of Acoustic Word Embeddings EMNLP 2022
The Inefficiency of Language Models in Scholarly Retrieval: An Experimental Walk-through ACL 2022
Shoring up the foundations: fusing model embeddings and weak supervision UAI 2022
The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022
On the Geometry of Concreteness ACL 2022
Learning Representations via a Robust Behavioral Metric for Deep Reinforcement Learning NIPS 2022
Textual Manifold-based Defense Against Natural Language Adversarial Examples EMNLP 2022