Contrastive Learning

Contrastive Learning is a deep learning technique for unsupervised representation learning. The goal is to learn a representation of data such that similar instances are close together in the representation space, while dissimilar instances are far apart.

It has been shown to be effective in various computer vision and natural language processing tasks, including image retrieval, zero-shot learning, and cross-modal retrieval. In these tasks, the learned representations can be used as features for downstream tasks such as classification and clustering.

(Image credit: Schroff et al. 2015)

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2751–2775 of 6661 papers

Title	Date	Tasks	Status	Score
Event-Based Contrastive Learning for Medical Time Series	Dec 16, 2023	Contrastive LearningDecision Making	CodeCode Available	5
Contrasting quadratic assignments for set-based representation learning	May 31, 2022	Contrastive LearningMetric Learning	CodeCode Available	5
L^2CL: Embarrassingly Simple Layer-to-Layer Contrastive Learning for Graph Collaborative Filtering	Jul 19, 2024	Collaborative FilteringContrastive Learning	CodeCode Available	5
Knowledge-aware Dual-side Attribute-enhanced Recommendation	Mar 24, 2024	AttributeCollaborative Filtering	CodeCode Available	5
Bayesian Self-Supervised Contrastive Learning	Jan 27, 2023	Contrastive Learning	CodeCode Available	5
Evaluating Large Language Models for Phishing Detection, Self-Consistency, Faithfulness, and Explainability	Jun 16, 2025	ClassificationContrastive Learning	CodeCode Available	5
Bayesian Robust Graph Contrastive Learning	May 27, 2022	Contrastive LearningNode Classification	CodeCode Available	5
Knowing Where and What: Unified Word Block Pretraining for Document Understanding	Jul 28, 2022	Contrastive Learningdocument understanding	CodeCode Available	5
ETSCL: An Evidence Theory-Based Supervised Contrastive Learning Framework for Multi-modal Glaucoma Grading	Jul 19, 2024	Contrastive LearningDiagnostic	CodeCode Available	5
AmorLIP: Efficient Language-Image Pretraining via Amortization	May 25, 2025	Contrastive LearningRepresentation Learning	CodeCode Available	5
Estimated Audio-Caption Correspondences Improve Language-Based Audio Retrieval	Aug 21, 2024	AudioCapsContrastive Learning	CodeCode Available	5
Keypoint Aware Masked Image Modelling	Jul 18, 2024	Contrastive Learning	CodeCode Available	5
Establishing a stronger baseline for lightweight contrastive models	Dec 14, 2022	Contrastive LearningLinear evaluation	CodeCode Available	5
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval	Apr 28, 2022	Contrastive LearningRetrieval	CodeCode Available	5
Key Point Analysis via Contrastive Learning and Extractive Argument Summarization	Sep 30, 2021	Argument MiningContrastive Learning	CodeCode Available	5
Less is More: Multimodal Region Representation via Pairwise Inter-view Learning	May 15, 2025	Contrastive LearningRepresentation Learning	CodeCode Available	5
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive Learning	Sep 4, 2022	Contrastive LearningDecision Making	CodeCode Available	5
Joint Representation Learning for Text and 3D Point Cloud	Jan 18, 2023	Contrastive LearningInstance Segmentation	CodeCode Available	5
Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation	Jan 31, 2023	ClusteringContrastive Learning	CodeCode Available	5
Joint Searching and Grounding: Multi-Granularity Video Content Retrieval	Oct 23, 2023	Contrastive LearningRetrieval	CodeCode Available	5
An Analysis of Robustness of Non-Lipschitz Networks	Oct 13, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	5
Equivariant Contrastive Learning for Sequential Recommendation	Nov 10, 2022	Contrastive LearningData Augmentation	CodeCode Available	5
Joint Masked Reconstruction and Contrastive Learning for Mining Interactions Between Proteins	Mar 6, 2025	Contrastive LearningGraph Attention	CodeCode Available	5
On the Role of Discrete Tokenization in Visual Representation Learning	Jul 12, 2024	Contrastive LearningRepresentation Learning	CodeCode Available	5
EqCo: Equivalent Rules for Self-supervised Contrastive Learning	Oct 5, 2020	Contrastive LearningLinear evaluation	CodeCode Available	5

Show:10 25 50

← PrevPage 111 of 267Next →

All datasets imagenet-1k 10,000 People - Human Pose Recognition Data CIFAR-10 STL-10

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ResNet50	ImageNet Top-1 Accuracy	73.6	—	Unverified
2	ResNet50	ImageNet Top-1 Accuracy	73	—	Unverified
3	ResNet50	ImageNet Top-1 Accuracy	71.1	—	Unverified
4	ResNet50	ImageNet Top-1 Accuracy	69.3	—	Unverified
5	ResNet50 (v2)	ImageNet Top-1 Accuracy	67.6	—	Unverified
6	ResNet50 (v2)	ImageNet Top-1 Accuracy	63.8	—	Unverified
7	ResNet50	ImageNet Top-1 Accuracy	63.6	—	Unverified
8	ResNet50	ImageNet Top-1 Accuracy	61.5	—	Unverified
9	ResNet50	ImageNet Top-1 Accuracy	61.5	—	Unverified
10	ResNet50 (4×)	ImageNet Top-1 Accuracy	61.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1	0..5sec	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IPCL (ResNet18)	Accuracy (Top-1)	84.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IPCL (ResNet18)	Accuracy (Top-1)	85.55	—	Unverified