Methods › Graphs › Graph Representation Learning › Contrastive Learning
Contrastive Learning
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
30 shown of 5,057, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts 17 Jul 2025 · 0 repositories · arXiv:2507.13105
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Similarity-Guided Diffusion for Contrastive Sequential Recommendation 16 Jul 2025 · 0 repositories · arXiv:2507.11866
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Latent Space Consistency for Sparse-View CT Reconstruction 15 Jul 2025 · 0 repositories · arXiv:2507.11152
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LLM-Driven Dual-Level Multi-Interest Modeling for Recommendation 15 Jul 2025 · 0 repositories · arXiv:2507.10917
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Self-supervised pretraining of vision transformers for animal behavioral analysis and neural encoding 13 Jul 2025 · 0 repositories · arXiv:2507.09513
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NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation 10 Jul 2025 · 1 repository · arXiv:2507.07522
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From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation 8 Jul 2025 · 1 repository · arXiv:2507.05715
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Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations 8 Jul 2025 · 0 repositories · arXiv:2507.06044
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Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based Recommendation 7 Jul 2025 · 1 repository · arXiv:2507.04623
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Neural-Driven Image Editing 7 Jul 2025 · 1 repository · arXiv:2507.05397
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Weakly-supervised Contrastive Learning with Quantity Prompts for Moving Infrared Small Target Detection 3 Jul 2025 · 1 repository · arXiv:2507.02454
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FOCUS: Fine-grained Optimization with Semantic Guided Understanding for Pedestrian Attributes Recognition 28 Jun 2025 · 0 repositories · arXiv:2506.22836
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AgentStealth: Reinforcing Large Language Model for Anonymizing User-generated Text 26 Jun 2025 · 1 repository · arXiv:2506.22508Syntology ran 0 of 9 samples · 9 unverified
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Boosting Generative Adversarial Transferability with Self-supervised Vision Transformer Features 26 Jun 2025 · 1 repository · arXiv:2506.21046
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Detection of Breast Cancer Lumpectomy Margin with SAM-incorporated Forward-Forward Contrastive Learning 26 Jun 2025 · 1 repository · arXiv:2506.21006
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DiMPLe -- Disentangled Multi-Modal Prompt Learning: Enhancing Out-Of-Distribution Alignment with Invariant and Spurious Feature Separation 26 Jun 2025 · 0 repositories · arXiv:2506.21237
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Enhancing Homophily-Heterophily Separation: Relation-Aware Learning in Heterogeneous Graphs 26 Jun 2025 · 1 repository · arXiv:2506.20980
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PeakNetFP: Peak-based Neural Audio Fingerprinting Robust to Extreme Time Stretching 26 Jun 2025 · 0 repositories · arXiv:2506.21086
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Topology-Aware Modeling for Unsupervised Simulation-to-Reality Point Cloud Recognition 26 Jun 2025 · 1 repository · arXiv:2506.21165
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V2X-REALM: Vision-Language Model-Based Robust End-to-End Cooperative Autonomous Driving with Adaptive Long-Tail Modeling 26 Jun 2025 · 0 repositories · arXiv:2506.21041
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ConViTac: Aligning Visual-Tactile Fusion with Contrastive Representations 25 Jun 2025 · 0 repositories · arXiv:2506.20757
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Directed Link Prediction using GNN with Local and Global Feature Fusion 25 Jun 2025 · 0 repositories · arXiv:2506.20235
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FixCLR: Negative-Class Contrastive Learning for Semi-Supervised Domain Generalization 25 Jun 2025 · 0 repositories · arXiv:2506.20841
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scMamba: A Scalable Foundation Model for Single-Cell Multi-Omics Integration Beyond Highly Variable Feature Selection 25 Jun 2025 · 0 repositories · arXiv:2506.20697
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Global and Local Contrastive Learning for Joint Representations from Cardiac MRI and ECG 24 Jun 2025 · 1 repository · arXiv:2506.20683
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Iterative Quantum Feature Maps 24 Jun 2025 · 0 repositories · arXiv:2506.19461
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VoxelOpt: Voxel-Adaptive Message Passing for Discrete Optimization in Deformable Abdominal CT Registration 24 Jun 2025 · 0 repositories · arXiv:2506.19975
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SSAVSV: Towards Unified Model for Self-Supervised Audio-Visual Speaker Verification 21 Jun 2025 · 0 repositories · arXiv:2506.17694
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A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation 20 Jun 2025 · 0 repositories · arXiv:2506.16683
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Metapath-based Hyperbolic Contrastive Learning for Heterogeneous Graph Embedding 20 Jun 2025 · 0 repositories · arXiv:2506.16754
Tasks archive 2025-07-28
20 shown of 1,405 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Contrastive Learning | 4,996 |
| Representation Learning | 1,008 |
| Self-Supervised Learning | 609 |
| Data Augmentation | 378 |
| Retrieval | 375 |
| Semantic Segmentation | 291 |
| Sentence | 243 |
| Language Modelling | 213 |
| Image Classification | 203 |
| Clustering | 192 |
| image-classification | 180 |
| Language Modeling | 167 |
| Segmentation | 165 |
| Transfer Learning | 160 |
| Classification | 156 |
| Recommendation Systems | 145 |
| Object Detection | 138 |
| Domain Adaptation | 133 |
| object-detection | 132 |
| Time Series | 121 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections