Liang, Yuxuan

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

Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Jin, M., Wang, S., Ma, L., Chu, Z., Zhang, J. Y., Shi, X., Chen, P.-Y., Liang, Y., Li, Y.-F., Pan, S., et al. (2023) · arXiv

Time Series Analysis and ForecastingForecasting Techniques and Applications

Cited by 276

DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models

Wen, H., Lin, Y., Xia, Y., Wan, H., Wen, Q., Zimmermann, R., & Liang, Y. (2023) · Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems

Traffic Prediction and Management TechniquesAdvanced Graph Neural Networks

Cited by 130

UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting

Liu, X., Hu, J., Li, Y., Diao, S., Liang, Y., Hooi, B., & Zimmermann, R. (2024) · Proceedings of the ACM Web Conference 2024

Time Series Analysis and ForecastingForecasting Techniques and Applications

Cited by 115

Fine-Grained Urban Flow Prediction

Liang, Y., Ouyang, K., Sun, J., Wang, Y., Zhang, J., Zheng, Y., Rosenblum, D., & Zimmermann, R. (2021) · Proceedings of the Web Conference 2021

Traffic Prediction and Management TechniquesUrban Design and Spatial Analysis

Cited by 89

Deep Learning for Multivariate Time Series Imputation: A Survey

Wang, J., Du, W., Yang, Y., Qian, L., Cao, W., Zhang, K., Wang, W., Liang, Y., & Wen, Q. (2024) · Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence

Time Series Analysis and ForecastingTraffic Prediction and Management Techniques

Cited by 43

Primacy Effect of ChatGPT

Wang, Y., Cai, Y., Chen, M., Liang, Y., & Hooi, B. (2023) · arXiv

Topic ModelingNatural Language Processing Techniques

Cited by 13