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Methodology
← Learning Types
Machine Learning
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Learning Types
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Contrastive Learning
3535 directly classified papers
Papers per year
2011: 1
2013: 1
2014: 1
2017: 3
2018: 10
2019: 26
2020: 88
2021: 394
2022: 627
2023: 852
2024: 698
2025: 616
2026: 218
Papers
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings
ACL 2022
UniXcoder: Unified Cross-Modal Pre-training for Code Representation
ACL 2022
UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining
ACL 2022
Graph Enhanced Contrastive Learning for Radiology Findings Summarization
ACL 2022
PALI at SemEval-2022 Task 7: Identifying Plausible Clarifications of Implicit and Underspecified Phrases in Instructional Texts
NAACL 2022
Improving Word Translation via Two-Stage Contrastive Learning
ACL 2022
Multilingual Molecular Representation Learning via Contrastive Pre-training
ACL 2022
Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations
ACL 2022
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval
ACL 2022
Counterfactual Cycle-Consistent Learning for Instruction Following and Generation in Vision-Language Navigation
CVPR 2022
Contrastive Video-Language Learning with Fine-grained Frame Sampling
AACL 2022
Fine-grained Contrastive Learning for Definition Generation
AACL 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations
AACL 2022
Prototypical speaker-interference loss for target voice separation using non-parallel audio samples
INTERSPEECH 2022
Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive Learning
INTERSPEECH 2022
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation
CVPR 2022
Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer
CVPR 2022
Dataset Distillation via Factorization
NIPS 2022
Contrastive Neural Ratio Estimation
NIPS 2022
Delving into Sequential Patches for Deepfake Detection
NIPS 2022
Contrastive Graph Structure Learning via Information Bottleneck for Recommendation
NIPS 2022
Contrastive Adapters for Foundation Model Group Robustness
NIPS 2022
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization
NIPS 2022
Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative
NIPS 2022
S3GC: Scalable Self-Supervised Graph Clustering
NIPS 2022
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