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2406.08627
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Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis
12 June 2024
Haoxin Liu
Shangqing Xu
Zhiyuan Zhao
Lingkai Kong
Harshavardhan Kamarthi
Aditya B. Sasanur
Megha Sharma
Jiaming Cui
Qingsong Wen
Chao Zhang
B. Aditya Prakash
AI4TS
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Papers citing
"Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis"
12 / 12 papers shown
Title
ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data
Chengsen Wang
Qi Qi
Zhongwen Rao
Lujia Pan
Jingyu Wang
Jianxin Liao
AI4TS
19
0
0
15 May 2025
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models
Yunfeng Ge
Jiawei Li
Yiji Zhao
Haomin Wen
Zhao Li
M. Qiu
Hao Li
Ming Jin
Shirui Pan
DiffM
143
0
0
05 May 2025
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
Can LLMs Understand Time Series Anomalies?
Zihao Zhou
Rose Yu
AI4TS
82
8
0
13 Mar 2025
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting
Haoxin Liu
Zhiyuan Zhao
Jindong Wang
Harshavardhan Kamarthi
B. A. Prakash
AI4TS
LRM
VLM
63
24
0
25 Feb 2024
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting
Kun Yi
Qi Zhang
Wei Fan
Shoujin Wang
Pengyang Wang
Hui He
Defu Lian
Ning An
Longbin Cao
ZhenDong Niu
AI4TS
61
123
0
10 Nov 2023
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting
Xinli Yu
Zheng Chen
Yuan Ling
Shujing Dong
Zongying Liu
Yanbin Lu
AIFin
AI4TS
125
69
0
19 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
Kexin Zhang
Qingsong Wen
Chaoli Zhang
Rongyao Cai
Ming Jin
...
James Y. Zhang
Y. Liang
Guansong Pang
Dongjin Song
Shirui Pan
AI4TS
114
102
0
16 Jun 2023
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
T. Zhang
Yizhuo Zhang
Wei Cao
Jiang Bian
Xiaohan Yi
Shun Zheng
Jian Li
BDL
AI4TS
95
153
0
04 Jul 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
Tian Zhou
Ziqing Ma
Xue Wang
Qingsong Wen
Liang Sun
Tao Yao
Wotao Yin
Rong Jin
AI4TS
121
170
0
18 May 2022
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
Recurrent Neural Networks for Multivariate Time Series with Missing Values
Zhengping Che
S. Purushotham
Kyunghyun Cho
David Sontag
Yan Liu
AI4TS
213
1,897
0
06 Jun 2016
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