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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
Good Advisor for Source Localization: Using Large Language Model to Guide the Source Inference Process
IJCAI 2025
Enhancing Long-and Short-Term Representations for Next POI Recommendations via Frequency and Hierarchical Contrastive Learning
AAAI 2025
Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering
CVPR 2025
MESC-3D:Mining Effective Semantic Cues for 3D Reconstruction from a Single Image
CVPR 2025
CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation
IJCAI 2025
Towards Smart Point-and-Shoot Photography
CVPR 2025
CE-DA: Custom Embedding and Dynamic Aggregation for Zero-Shot Relation Extraction
COLING 2025
Extracting the Essence and Discarding the Dross: Enhancing Code Generation with Contrastive Execution Feedback
COLING 2025
FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation
IJCAI 2025
VladVA: Discriminative Fine-tuning of LVLMs
CVPR 2025
Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction
COLING 2025
t-HNE: A Text-guided Hierarchical Noise Eliminator for Multimodal Sentiment Analysis
COLING 2025
Aligning Contrastive Multiple Clusterings with User Interests
IJCAI 2025
Learn from Failure: Causality-guided Contrastive Learning for Generalizable Implicit Hate Speech Detection
COLING 2025
AgriCLIP: Adapting CLIP for Agriculture and Livestock via Domain-Specialized Cross-Model Alignment
COLING 2025
Text-Attributed Graph Learning with Coupled Augmentations
COLING 2025
Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training
IJCAI 2025
StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples
NAACL 2025
SALAD: Improving Robustness and Generalization through Contrastive Learning with Structure-Aware and LLM-Driven Augmented Data
NAACL 2025
Transform Retrieval for Textual Entailment in RAG
NAACL 2025
KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing
IJCAI 2025
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language Models
NAACL 2025
Enhancing Multimodal Entity Linking with Jaccard Distance-based Conditional Contrastive Learning and Contextual Visual Augmentation
NAACL 2025
Getting More Juice Out of Your Data: Hard Pair Refinement Enhances Visual-Language Models Without Extra Data
NAACL 2025
Adapting Multilingual Embedding Models to Historical Luxembourgish
NAACL 2025
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