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representation learning

6174 papers

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Also known as

WAV2VEC2.0 RL NRMS NDFS

Co-occurring keywords

contrastive learning (3979) self-supervised learning (3751) transfer learning (5442) neural network (6616) unsupervised learning (3255) graph neural network (3945) multimodal learning (4622) domain adaptation (4578) feature learning (1309) language model (4573)

Papers

Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings EMNLP 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation EMNLP 2022
ReduNet: A White-box Deep Network from the Principle of Maximizing Rate Reduction JMLR 2022
A Framework for Adapting Pre-Trained Language Models to Knowledge Graph Completion EMNLP 2022
Discovering Low-rank Subspaces for Language-agnostic Multilingual Representations EMNLP 2022
Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models EMNLP 2022
Pairwise Supervision Can Provably Elicit a Decision Boundary AISTATS 2022
Semantic Shift Stability: Efficient Way to Detect Performance Degradation of Word Embeddings and Pre-trained Language Models IJCNLP 2022
Self-supervised Semantic Segmentation Grounded in Visual Concepts IJCAI 2022
Learning Disentangled Textual Representations via Statistical Measures of Similarity ACL 2022
A Gentle Introduction to Deep Nets and Opportunities for the Future ACL 2022
Task-guided Disentangled Tuning for Pretrained Language Models ACL 2022
Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation ACL 2022
Probing for the Usage of Grammatical Number ACL 2022
Debiased Contrastive Learning of Unsupervised Sentence Representations ACL 2022
Provable Lifelong Learning of Representations AISTATS 2022
Warping Layer: Representation Learning for Label Structures in Weakly Supervised Learning AISTATS 2022
On the Geometry of Concreteness ACL 2022
Richer Countries and Richer Representations ACL 2022
Does BERT Know that the IS-A Relation Is Transitive? ACL 2022
SCD: Self-Contrastive Decorrelation of Sentence Embeddings ACL 2022
Contextual Representation Learning beyond Masked Language Modeling ACL 2022
Generative Pretraining for Paraphrase Evaluation ACL 2022
End-to-End Modeling via Information Tree for One-Shot Natural Language Spatial Video Grounding ACL 2022
Deep Neural Representations for Multiword Expressions Detection ACL 2022