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Methodology
← Learning Types
Machine Learning
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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
Robust Detection of Persuasion Techniques in Slavic Languages via Multitask Debiasing and Walking Embeddings
ACL 2025
Asset Pricing with Contrastive Adversarial Variational Bayes
IJCAI 2025
SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts
EMNLP 2025
t-HNE: A Text-guided Hierarchical Noise Eliminator for Multimodal Sentiment Analysis
COLING 2025
Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection
COLING 2025
Unsupervised Sentence Representation Learning with Syntactically Aligned Negative Samples
NAACL 2025
Alleviating Hallucinations of Large Language Models through Induced Hallucinations
NAACL 2025
GigaEmbeddings — Efficient Russian Language Embedding Model
ACL 2025
A Context-Aware Contrastive Learning Framework for Hateful Meme Detection and Segmentation
NAACL 2025
Sequence-level Large Language Model Training with Contrastive Preference Optimization
NAACL 2025
Latent Distribution Decouple for Uncertain-Aware Multimodal Multi-label Emotion Recognition
ACL 2025
Contrastive Unlearning: A Contrastive Approach to Machine Unlearning
IJCAI 2025
SEP-MLDC: A Simple and Effective Paradigm for Multi-Label Document Classification
NAACL 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection
ACL 2025
LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval
EMNLP 2025
Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations
IJCAI 2025
CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation
ACL 2025
QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models
EMNLP 2025
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction
EMNLP 2025
Extracting the Essence and Discarding the Dross: Enhancing Code Generation with Contrastive Execution Feedback
COLING 2025
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning
EMNLP 2025
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis
ACL 2025
SEAL: Structure and Element Aware Learning Improves Long Structured Document Retrieval
EMNLP 2025
Multi-Omics Analysis for Cancer Subtype Inference via Unrolling Graph Smoothness Priors
IJCAI 2025
Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning
ACL 2025
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