This page was last updated on 2025-12-01 06:13:21 UTC
Recommendations for the article Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency
| Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
|---|---|---|---|---|---|---|
| visibility_off | Self-Supervised Contrastive Learning for Medical Time Series: A Systematic Review | Ziyu Liu, A. Alavi, Minyi Li, X. Zhang | 2023-04-23 | Sensors (Basel, Switzerland) | 67 | 83 |
| visibility_off | FAT: Frequency-Aware Pretraining for Enhanced Time-Series Representation Learning | Rui Cheng, Xiangfei Jia, Qing Li, Rong Xing, Jiwen Huang, Yu Zheng, Zhilong Xie | 2025-08-03 | Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2 | 1 | 7 |
| visibility_off | Time-series representation learning via Time-Frequency Fusion Contrasting | Wenbo Zhao, Ling Fan | 2024-06-12 | Frontiers in Artificial Intelligence | 5 | 2 |
| visibility_off | TS-MoCo: Time-Series Momentum Contrast for Self-Supervised Physiological Representation Learning | Philipp Hallgarten, David Bethge, Ozan Özdenizci, T. Große-Puppendahl, Enkelejda Kasneci | 2023-06-10 | 2023 31st European Signal Processing Conference (EUSIPCO) | 5 | 43 |
| visibility_off | FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification | Tian Tian, Chunyan Miao, Hangwei Qian | 2025-05-29 | Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2 | 2 | 13 |
| visibility_off | Time-Series Representation Feature Refinement with a Learnable Masking Augmentation Framework in Contrastive Learning | Junyeop Lee, Insung Ham, Yongmin Kim, Hanseok Ko | 2024-12-01 | Sensors (Basel, Switzerland) | 0 | 3 |
| visibility_off | Multi-view Self-Supervised Contrastive Learning for Multivariate Time Series | Yuhan Wu, Xiyu Meng, Yang He, Junru Zhang, Haowen Zhang, Yabo Dong, Dongming Lu | 2024-10-28 | Proceedings of the 32nd ACM International Conference on Multimedia | 2 | 6 |
| visibility_off | Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty. | Tao Zhang, Ke Li, Shaofan Wang | 2025-09-24 | IEEE transactions on neural networks and learning systems | 0 | 6 |
| visibility_off | Multi-View Contrastive Learning for Robust Domain Adaptation in Medical Time Series Analysis | YongKyung Oh, Alex Bui | 2025-06-27 | ArXiv | 0 | 1 |
| visibility_off | Self-Supervised Time Series Classification Method Based on FRFT Cross-Channel Fusion | Zhongheng Sun, Yiyang Wang, Meihui Wang, Cuiling Jiang, Yongjing Wan | 2025-06-30 | 2025 International Joint Conference on Neural Networks (IJCNN) | 0 | 3 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |