ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for
Multivariate Time Series Analysis

ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis

3 March 2024

Mingyue Cheng

Qi Liu

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Papers citing "ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis"

11 / 11 papers shown

Title
TimeFlow: Towards Stochastic-Aware and Efficient Time Series Generation via Flow Matching Modeling He Panjing Cheng Mingyue Li Li Zhang XiaoHan AI4TS 147 0 0 11 Nov 2025
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Yucong Luo Yitong Zhou Mingyue Cheng Jiahao Wang Daoyu Wang Tingyue Pan Jintao Zhang AI4TS LRM 260 9 0 12 Jun 2025
Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Jintao Zhang Zirui Liu Mingyue Cheng Shilong Zhang Tingyue Pan Qi Liu Qi Liu Yanhu Xie 196 0 0 28 May 2025
On Multivariate Financial Time Series Classification Grégory Bournassenko AI4TS AIFin 294 0 0 24 Apr 2025
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Xin Zhou Weiqing Wang Shilin Qu Zhiqiang Zhang Christoph Bergmeir AI4TS 260 4 0 13 Jan 2025
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Zhengnan Li Haoxuan Li Hao Wang Jun Fang Duoyin Li Yunxiao Qin AI4TS 891 0 0 02 Dec 2024
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Zhiding Liu Jiqian Yang Qingyang Mao Yuze Zhao Mingyue Cheng Zhi Li Qi Liu Tong Xu AI4TS 137 0 0 30 Oct 2024
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Ziqiang Liu Qiang Liu AI4TS DiffM 425 1 0 08 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace DisentanglementInternational Conference on Learning Representations (ICLR), 2024 Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 337 6 0 03 Oct 2024
FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling Zhengnan Li Yunxiao Qin Xilong Cheng Yuting Tan AI4TS 164 6 0 24 May 2024
Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven Dandan Zhang Zhiqiang Zhang Nanguang Chen Yun Wang AI4TS 291 1 0 20 May 2024