| 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 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Contrastive Learning with Synthetic Positives | Aug 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Parameter Efficient Self-Supervised Geospatial Domain Adaptation | Jan 1, 2024 | Domain AdaptationLinear evaluation | CodeCode Available | 1 |
| Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual Representations | Nov 30, 2023 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 |
| Denoising Diffusion Autoencoders are Unified Self-supervised Learners | Mar 17, 2023 | Contrastive LearningDenoising | CodeCode Available | 1 |
| Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations | Feb 27, 2023 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
