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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
Refinement Contrastive Learning of Cell–Gene Associations for Unsupervised Cell Type Identification
AAAI 2026
TermGPT: Multi-Level Contrastive Fine-Tuning for Terminology Adaptation in Legal and Financial Domains
AAAI 2026
Enhancing Multimodal Misinformation Detection by Replaying the Whole Story from Image Modality Perspective
AAAI 2026
BDLF-Qwen3: Enhanced Cross-Architecture Binary Function Similarity Detection Through Binary Dynamic Layer Fusion
AAAI 2026
NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning
AAAI 2026
Bridging Cognitive Gap: Hierarchical Description Learning for Artistic Image Aesthetics Assessment
AAAI 2026
TW-CRL: Time-Weighted Contrastive Reward Learning for Efficient Inverse Reinforcement Learning
AAAI 2026
Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs
AAAI 2026
Role Hypergraph Contrastive Learning for Multivariate Time-Series Analysis
AAAI 2026
Stationary and Clustering Transformer Hashing for Cross-modal Retrieval
AAAI 2026
Online Multi-Relational Clustering with Dominant View Mining
AAAI 2026
FANoise: Singular Value-Adaptive Noise Modulation for Robust Multimodal Representation Learning
AAAI 2026
Non-Aligned Reference Image Quality Assessment for Novel View Synthesis
WACV 2026
Self-Supervised Contrastive Re-Learning for Multi-Graph Multi-Label Classification
AAAI 2026
Robust Scene Coordinate Regression via Geometrically-Consistent Global Descriptors
WACV 2026
MolSight: Optical Chemical Structure Recognition with SMILES Pretraining, Multi-Granularity Learning and Reinforcement Learning
AAAI 2026
Learning Beyond Labels: Self-Supervised Handwritten Text Recognition
WACV 2026
PEaRL: Pathway-Enhanced Representation Learning for Gene and Pathway Expression Prediction from Histology
WACV 2026
MM-TS: Multi-Modal Temperature and Margin Schedules for Contrastive Learning with Long-Tail Data
WACV 2026
MANTA: Physics-Informed Generalized Underwater Object Tracking
WACV 2026
Overcoming Fine-Grained Visual Challenges in Animal Re-Identification via Semantic Feature Alignment
WACV 2026
One-Shot Fine-Grained Re-Identification of Paint Marked Honey Bees using Vision Foundation Models
WACV 2026
Cluster-Guided Adversarial Perturbations for Robust Contrastive Learning
WACV 2026
Learning from Scoring Disagreements: Contrastive Error Mining for Efficient and Robust LLM-based Assessment
AAAI 2026
From Semantics to Spectrum: A New Lens on Graph Augmentation Strategy
AAAI 2026
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