Zhang, Chaoli

Transformers in Time Series: A Survey

Wen, Q., Zhou, T., Zhang, C., Chen, W., Ma, Z., Yan, J., & Sun, L. (2023) · Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence

Time Series Analysis and ForecastingStock Market Forecasting Methods

Cited by 1,260

DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection

Yang, Y., Zhang, C., Zhou, T., Wen, Q., & Sun, L. (2023) · Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Anomaly Detection Techniques and ApplicationsTime Series Analysis and Forecasting

Cited by 387

Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects

Zhang, K., Wen, Q., Zhang, C., Cai, R., Jin, M., Liu, Y., Zhang, J. Y., Liang, Y., Pang, G., Song, D., et al. (2024) · IEEE Transactions on Pattern Analysis and Machine Intelligence

Time Series Analysis and ForecastingDomain Adaptation and Few-Shot Learning

Cited by 295

DiffLoad: Uncertainty Quantification in Electrical Load Forecasting With the Diffusion Model

Wang, Z., Wen, Q., Zhang, C., Sun, L., & Wang, Y. (2025) · IEEE Transactions on Power Systems

Energy Load and Power ForecastingSmart Grid Energy Management

Cited by 34