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Contrastive Learning

1193 directly classified papers

Papers per year

Papers

Self-Guided Hard Negative Generation for Unsupervised Person Re-Identification IJCAI 2022
Normalized Contrastive Learning for Text-Video Retrieval EMNLP 2022
Efficient Document Retrieval by End-to-End Refining and Quantizing BERT Embedding with Contrastive Product Quantization EMNLP 2022
QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation EMNLP 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning EMNLP 2022
CodeRetriever: A Large Scale Contrastive Pre-Training Method for Code Search EMNLP 2022
Open-Topic False Information Detection on Social Networks with Contrastive Adversarial Learning EMNLP 2022
Contrastive Learning with Boosted Memorization ICML 2022
Investigating Why Contrastive Learning Benefits Robustness against Label Noise ICML 2022
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning ICML 2022
Interventional Contrastive Learning with Meta Semantic Regularizer ICML 2022
Geometric Multimodal Contrastive Representation Learning ICML 2022
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning ICML 2022
Dataset Condensation with Contrastive Signals ICML 2022
On Distribution Shift in Learning-based Bug Detectors ICML 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut ICML 2022
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings NAACL 2022
Aspect Is Not You Need: No-aspect Differential Sentiment Framework for Aspect-based Sentiment Analysis NAACL 2022
Don’t Judge a Language Model by Its Last Layer: Contrastive Learning with Layer-Wise Attention Pooling COLING 2022
Augmenting Legal Judgment Prediction with Contrastive Case Relations COLING 2022
Type-enriched Hierarchical Contrastive Strategy for Fine-Grained Entity Typing COLING 2022
Dual-Head Contrastive Domain Adaptation for Video Action Recognition WACV 2022
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering EMNLP 2022
Neural Machine Translation with Contrastive Translation Memories EMNLP 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text EMNLP 2022