Multi-modal Time Series Analysis: A Tutorial and Survey

Multi-modal Time Series Analysis: A Tutorial and Survey

17 March 2025

Anderson Schneider

Yuriy Nevmyvaka

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Papers citing "Multi-modal Time Series Analysis: A Tutorial and Survey"

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Title
Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach Yuting Huang Ziquan Fang Zhihao Zeng Lu Chen Yunjun Gao 184 0 0 23 May 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 138 14 0 13 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang Junxuan Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song AI4TS VLM 192 2 0 06 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 93 5 0 26 Feb 2025
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents Geon Lee Wenchao Yu Kijung Shin Wei Cheng Haifeng Chen AI4TS LLMAG 97 9 0 17 Feb 2025
Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting Siru Zhong Weilin Ruan Ming Jin Huan Li Qingsong Wen Yuxuan Liang VLM AI4TS 150 5 0 06 Feb 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Yating Liu Qingsong Wen AI4TS LRM 126 8 0 03 Feb 2025
Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery ChengAo Shen Zhe Chen Dongsheng Luo Dongkuan Xu Haifeng Chen Jingchao Ni 122 5 0 18 Dec 2024
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 88 11 0 04 Nov 2024
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation Minhua Lin Zhe Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 90 10 0 22 Oct 2024
How Can Large Language Models Understand Spatial-Temporal Data? Lei Liu Shuo Yu Runze Wang Zhenxun Ma Yanming Shen AI4TS 53 27 0 25 Jan 2024
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation Ludan Ruan Yi Ma Huan Yang Huiguo He Bei Liu Jianlong Fu Nicholas Jing Yuan Qin Jin B. Guo DiffM VGen 100 186 0 19 Dec 2022
Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction Bowen Shi Wei-Ning Hsu Kushal Lakhotia Abdel-rahman Mohamed SSL 95 319 0 05 Jan 2022
Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification Zhenhailong Wang Heng Ji 134 78 0 05 Dec 2021
Well Googled is Half Done: Multimodal Forecasting of New Fashion Product Sales with Image-based Google Trends Geri Skenderi Christian Joppi Matteo Denitto Marco Cristani AI4TS 58 26 0 20 Sep 2021
ZuCo 2.0: A Dataset of Physiological Recordings During Natural Reading and Annotation Nora Hollenstein M. Troendle Ce Zhang N. Langer 70 89 0 02 Dec 2019
LRS3-TED: a large-scale dataset for visual speech recognition Triantafyllos Afouras Joon Son Chung Andrew Zisserman 64 442 0 03 Sep 2018