Beyond Trend and Periodicity: Guiding Time Series Forecasting with
Textual Cues

Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues

22 May 2024

Papers citing "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"

9 / 9 papers shown

Title
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 35 1 0 02 May 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong S. Doyen Sahoo Junnan Li Chenghao Liu AI4TS 45 0 0 14 Mar 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement Yaxuan Kong Yiyuan Yang Yoontae Hwang Wenjie Du Stefan Zohren Zhangyang Wang Ming Jin Qingsong Wen AI4TS 59 2 0 26 Feb 2025
ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data Chengsen Wang Q. Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Lei Zhang Jianxin Liao AI4TS 74 12 0 16 Dec 2024
Text2Freq: Learning Series Patterns from Text via Frequency Domain Ming-Chih Lo Ching Chang Wen-Chih Peng AI4TS 24 0 0 01 Nov 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 39 44 0 22 Jun 2024
An Analysis of Linear Time Series Forecasting Models William Toner Luke Darlow AI4TS 41 22 0 21 Mar 2024
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables Yuxuan Wang Haixu Wu Jiaxiang Dong Yong Liu Yunzhong Qiu Haoran Zhang Jianmin Wang Mingsheng Long AI4TS 55 43 0 29 Feb 2024
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 164 3,799 0 14 Dec 2020