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TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment

TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment

3 June 2024
Chenxi Liu
Qianxiong Xu
Hao Miao
Sun Yang
Lingzheng Zhang
Cheng Long
Ziyue Li
Rui Zhao
    AI4TS
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Papers citing "TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment"

5 / 5 papers shown
Title
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting
Mohammadmahdi Ghasemloo
Alireza Moradi
AI4TS
21
0
0
15 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts
Wenfa Wu
Guanyu Zhang
Zheng Tan
Yi Wang
Hongsheng Qi
AI4TS
48
1
0
02 May 2025
TFB: Towards Comprehensive and Fair Benchmarking of Time Series
  Forecasting Methods
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
Xiangfei Qiu
Jilin Hu
Lekui Zhou
Xingjian Wu
Junyang Du
...
Chenjuan Guo
Aoying Zhou
Christian S. Jensen
Zhenli Sheng
Bin Yang
AI4TS
57
63
0
29 Mar 2024
Leveraging Language Foundation Models for Human Mobility Forecasting
Leveraging Language Foundation Models for Human Mobility Forecasting
Hao Xue
Bhanu Prakash Voutharoja
Flora D. Salim
AI4TS
111
65
0
11 Sep 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series
  Forecasting
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
169
3,885
0
14 Dec 2020
1