FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective

10 November 2023

Papers citing "FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective"

50 / 54 papers shown

Title
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yong Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 34 0 0 12 May 2025
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Y. Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 26 0 0 07 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi Yufei Guo Haifeng Sun Zirui Zhuang J. Liao AI4TS 45 0 0 01 May 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 48 0 0 01 Apr 2025
FourierSR: A Fourier Token-based Plugin for Efficient Image Super-Resolution Wenjie Li Heng Guo Yuefeng Hou Zhanyu Ma 36 0 0 13 Mar 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 44 0 0 24 Feb 2025
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting Guoqi Yu Yaoming Li Juncheng Wang Xiaoyu Guo Angelica I. Aviles-Rivero Tong Yang Shujun Wang AI4TS 44 0 0 24 Feb 2025
Graph Neural Network-based Spectral Filtering Mechanism for Imbalance Classification in Network Digital Twin Abubakar Isah I. Aliyu Sulaiman Muhammad Rashid Jaehyung Park Minsoo Hahn Jinsul Kim 27 0 0 17 Feb 2025
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models Shixuan Li Wei Yang Peiyu Zhang Xiongye Xiao Defu Cao Yuehan Qin Xuzhi Zhang Yue Zhao Paul Bogdan 87 1 0 16 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 93 1 0 06 Feb 2025
Unified Spatial-Temporal Edge-Enhanced Graph Networks for Pedestrian Trajectory Prediction Ruochen Li Tanqiu Qiao Stamos Katsigiannis Zhanxing Zhu Hubert P. H. Shum AI4TS 68 1 0 04 Feb 2025
Enhancing Web Service Anomaly Detection via Fine-grained Multi-modal Association and Frequency Domain Analysis Xixuan Yang Xin Huang Chiming Duan Tong Jia Shandong Dong Ying Li Gang Huang 59 0 0 28 Jan 2025
Progressive Supervision via Label Decomposition: An Long-Term and Large-Scale Wireless Traffic Forecasting Method Daojun Liang Haixia Zhang Dongfeng Yuan AI4TS 40 0 0 09 Jan 2025
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data Daojun Liang Haixia Zhang Jing Wang Dongfeng Yuan Minggao Zhang AI4TS 86 0 0 28 Nov 2024
DualCast: Disentangling Aperiodic Events from Traffic Series with a Dual-Branch Model Xinyu Su Feng Liu Yanchuan Chang E. Tanin Majid Sarvi Jianzhong Qi AI4TS 77 0 0 27 Nov 2024
MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting Yangyang Shi Qianqian Ren Yong Liu Jianguo Sun AI4TS 69 0 0 26 Nov 2024
UnityGraph: Unified Learning of Spatio-temporal features for Multi-person Motion Prediction Kehua Qu Rui Ding Jin Tang 3DH 31 0 0 06 Nov 2024
Relation Learning and Aggregate-attention for Multi-person Motion Prediction Kehua Qu Rui Ding Jin Tang 3DH 42 0 0 06 Nov 2024
FilterNet: Harnessing Frequency Filters for Time Series Forecasting Kun Yi Jingru Fei Qi Zhang Hui He Shufeng Hao Defu Lian Wei Fan AI4TS 51 10 0 03 Nov 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 138 0 0 22 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 32 0 0 07 Oct 2024
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 26 8 0 27 Sep 2024
PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting Yuxin Jia Youfang Lin Jing Yu Shuo Wang Tianhao Liu Huaiyu Wan AI4TS 37 1 0 26 Sep 2024
Spatiotemporal Covariance Neural Networks Andrea Cavallo Mohammad Sabbaqi Elvin Isufi 29 3 0 16 Sep 2024
Agentic Retrieval-Augmented Generation for Time Series Analysis Chidaksh Ravuru Sagar Srinivas Sakhinana Venkataramana Runkana AI4TS 34 5 0 18 Aug 2024
Multi-View Neural Differential Equations for Continuous-Time Stream Data in Long-Term Traffic Forecasting Zibo Liu Zhe Jiang Shigang Chen AI4TS 32 0 0 12 Aug 2024
Scalable Transformer for High Dimensional Multivariate Time Series Forecasting Xin Zhou Weiqing Wang Wray L. Buntine Shilin Qu Abishek Sriramulu Weicong Tan Christoph Bergmeir AI4TS 50 1 0 08 Aug 2024
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic Zibo Liu Zhe Jiang Zelin Xu Tingsong Xiao Zhengkun Xiao Haibo Wang Shigang Chen AI4TS 42 0 0 02 Aug 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 28 4 0 30 Jul 2024
Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks Jiaxing Miao Liang Hu Qi Zhang LongBing Cao CLL 51 0 0 27 Jul 2024
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift Hui He Qi Zhang Kun Yi Xiaojun Xue Shoujin Wang Liang Hu Longbin Cao OOD AI4TS 63 0 0 18 Jul 2024
Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting Xingyu Zhang Siyu Zhao Zeen Song Huijie Guo Jianqi Zhang Changwen Zheng Wenwen Qiang AI4TS 32 4 0 17 Jul 2024
Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting Wei Fan Kun Yi Hangting Ye Zhiyuan Ning Qi Zhang Ning An AI4TS 46 9 0 29 Jun 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 70 0 0 11 Jun 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 24 0 0 28 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 38 7 0 26 May 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 36 17 0 18 May 2024
Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum Tao Meng Fuchen Zhang Yuntao Shou Wei Ai Nan Yin Keqin Li 39 21 0 27 Apr 2024
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial Internet of Things Keivan Faghih Niresi Hugo Bissig Henri Baumann Olga Fink AI4CE 46 2 0 11 Apr 2024
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis Badri N. Patro Suhas Ranganath Vinay P. Namboodiri Vijay Srinivas Agneeswaran 43 2 0 26 Mar 2024
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series Badri N. Patro Vijay Srinivas Agneeswaran Mamba 59 50 0 22 Mar 2024
Deep Coupling Network For Multivariate Time Series Forecasting Kun Yi Qi Zhang Hui He Kaize Shi Liang Hu Ning An ZhenDong Niu AI4TS 44 5 0 23 Feb 2024
Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling Guoqi Yu Jing Zou Xiaowei Hu Angelica I. Aviles-Rivero Jing Qin Shujun Wang AI4TS 35 13 0 20 Feb 2024
FreDF: Learning to Forecast in the Frequency Domain Hao Wang Licheng Pan Zhichao Chen Degui Yang Sen Zhang Yifei Yang Xinggao Liu Haoxuan Li Dacheng Tao AI4TS 62 14 0 04 Feb 2024
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Lifan Zhao Yanyan Shen AI4TS AIFin 41 12 0 31 Jan 2024
Frequency Spectrum is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector An Lao Qi Zhang Chongyang Shi LongBing Cao Kun Yi Liang Hu Duoqian Miao 42 20 0 18 Dec 2023
A physics-informed and attention-based graph learning approach for regional electric vehicle charging demand prediction Haohao Qu Haoxuan Kuang Jun Li Linlin You GNN 19 19 0 11 Sep 2023
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 38 10 0 31 Aug 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 57 21 0 04 Feb 2023