| SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes | Jun 13, 2025 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 |
| Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification | Aug 13, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| BYOL works even without batch statistics | Oct 20, 2020 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 |
| MixCo: Mix-up Contrastive Learning for Visual Representation | Oct 13, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries | Nov 17, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Mean Shift for Self-Supervised Learning | May 15, 2021 | ClusteringLinear evaluation | CodeCode Available | 1 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 |
| Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework | Dec 9, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| How Useful is Self-Supervised Pretraining for Visual Tasks? | Mar 31, 2020 | Linear evaluation | CodeCode Available | 1 |
| Bridging Video-text Retrieval with Multiple Choice Questions | Jan 13, 2022 | Action RecognitionLinear evaluation | CodeCode Available | 1 |
| Compressive Visual Representations | Sep 27, 2021 | Contrastive LearningImage Classification | CodeCode Available | 1 |
| Denoising Diffusion Autoencoders are Unified Self-supervised Learners | Mar 17, 2023 | Contrastive LearningDenoising | CodeCode Available | 1 |
| Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images | Jul 17, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients | May 27, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| A Broad Study on the Transferability of Visual Representations with Contrastive Learning | Mar 24, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| CompRess: Self-Supervised Learning by Compressing Representations | Oct 28, 2020 | Linear evaluationModel Compression | CodeCode Available | 1 |
| Emerging Properties in Self-Supervised Vision Transformers | Apr 29, 2021 | Copy DetectionImage Classification | CodeCode Available | 1 |
| Bootstrap your own latent: A new approach to self-supervised Learning | Jun 13, 2020 | Image ClassificationLinear evaluation | CodeCode Available | 1 |
| Bag of Instances Aggregation Boosts Self-supervised Distillation | Jul 4, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Bootstrap Your Own Latent - A New Approach to Self-Supervised Learning | Dec 1, 2020 | Linear evaluationRepresentation Learning | CodeCode Available | 1 |
| Contrastive Learning of Musical Representations | Mar 17, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Contrastive Learning with Synthetic Positives | Aug 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Contrastive Multi-View Representation Learning on Graphs | Jun 10, 2020 | General ClassificationGraph Classification | CodeCode Available | 1 |
| Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial Patches | Jul 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
