Advancing Time Series Classification with Multimodal Language Modeling

Advancing Time Series Classification with Multimodal Language Modeling

19 March 2024

Mingyue Cheng

Qi Liu

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Papers citing "Advancing Time Series Classification with Multimodal Language Modeling"

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Title
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs Wei Li Yunyao Cheng Xinli Hao Chaohong Ma Yuxuan Liang Bin Yang Christian S.Jensen Xiaofeng Meng AI4TS 25 0 0 13 Jun 2025
Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Yitong Zhou Mingyue Cheng Qingyang Mao Qi Liu F. Xu LMTD 124 1 0 30 Dec 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Jiangming Wang Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 128 0 0 24 Nov 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 57 4 0 24 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 148 4 0 26 Sep 2024
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mingyue Cheng Jiqian Yang Tingyue Pan Qi Liu Zhi Li AI4TS 73 16 0 03 Mar 2024