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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification EMNLP 2021
Pairwise Supervised Contrastive Learning of Sentence Representations EMNLP 2021
Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling EMNLP 2021
Contrastive Domain Adaptation for Question Answering using Limited Text Corpora EMNLP 2021
Dense Contrastive Learning for Self-Supervised Visual Pre-Training CVPR 2021
Contrastive Learning for Compact Single Image Dehazing CVPR 2021
KACE: Generating Knowledge Aware Contrastive Explanations for Natural Language Inference ACL 2021
Bootstrapped Unsupervised Sentence Representation Learning ACL 2021
Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup ACL 2021
Learning with Instance Bundles for Reading Comprehension EMNLP 2021
Contrastive Code Representation Learning EMNLP 2021
Semantic Aligned Multi-modal Transformer for Vision-LanguageUnderstanding: A Preliminary Study on Visual QA NAACL 2021
Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction EMNLP 2021
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations ACL 2021
Towards Domain-Agnostic Contrastive Learning ICML 2021
Contrastive Learning Inverts the Data Generating Process ICML 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction ICML 2021
Token-Level Supervised Contrastive Learning for Punctuation Restoration INTERSPEECH 2021
Dissecting Supervised Contrastive Learning ICML 2021
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding IJCNLP 2021
Adversarial Self-Supervised Learning for Out-of-Domain Detection NAACL 2021
Nuc2Vec: Learning Representations of Nuclei in Histopathology Images with Contrastive Loss MIDL 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers EMNLP 2021
DialogueCSE: Dialogue-based Contrastive Learning of Sentence Embeddings EMNLP 2021
ArSarcasm Shared Task: An Ensemble BERT Model for SarcasmDetection in Arabic Tweets EACL 2021