Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks

21 March 2017

Papers citing "Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks"

50 / 594 papers shown

Title
Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series Muyao Wang Wenchao Chen Zhibin Duan Bo Chen AI4TS DiffM 39 0 0 27 Sep 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 35 14 0 27 Sep 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 27 0 0 25 Sep 2024
The Roles of Generative Artificial Intelligence in Internet of Electric Vehicles Hanwen Zhang Dusit Niyato Wei Zhang Changyuan Zhao Hongyang Du Abbas Jamalipour Sumei Sun Yiyang Pei AI4CE 44 2 0 24 Sep 2024
Recurrent Interpolants for Probabilistic Time Series Prediction Yu Chen Marin Biloš Sarthak Mittal Wei Deng Kashif Rasul Anderson Schneider BDL DiffM AI4TS 33 0 0 18 Sep 2024
D2Vformer: A Flexible Time Series Prediction Model Based on Time Position Embedding Xiaobao Song Hao Wang Liwei Deng Yuxin He Wenming Cao Chi-Sing Leungc AI4TS 35 0 0 17 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 33 1 0 10 Sep 2024
Approximation Bounds for Recurrent Neural Networks with Application to Regression Yuling Jiao Yang Wang Bokai Yan 23 1 0 09 Sep 2024
Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting Zixuan Weng Jindong Han Wenzhao Jiang Hao Liu Mamba AI4TS 33 2 0 22 Aug 2024
Time Series Foundation Models and Deep Learning Architectures for Earthquake Temporal and Spatial Nowcasting Alireza Jafari Geoffrey Fox John B. Rundle A. Donnellan L. G. Ludwig AI4TS AI4CE 33 2 0 21 Aug 2024
FATE: Focal-modulated Attention Encoder for Temperature Prediction Tajamul Ashraf Janibul Bashir 21 0 0 21 Aug 2024
Wave-Mask/Mix: Exploring Wavelet-Based Augmentations for Time Series Forecasting Dona Arabi Jafar Bakhshaliyev Ayse Coskuner Kiran Madhusudhanan Kami Serdar Uckardes AI4TS 47 2 0 20 Aug 2024
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Yongbo Yu Weizhong Yu Feiping Nie Xuelong Li AI4TS 19 1 0 20 Aug 2024
sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting Jiaheng Yin Zhengxin Shi Jianshen Zhang Xiaomin Lin Yulin Huang Yongzhi Qi Wei Qi AI4TS 35 0 0 19 Aug 2024
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Ruixin Ding Yuqi Chen Yu-Ting Lan Wei Zhang AI4TS 41 2 0 05 Aug 2024
Multiscale Representation Enhanced Temporal Flow Fusion Model for Long-Term Workload Forecasting Shiyu Wang Zhixuan Chu Yinbo Sun Yu Liu Yuliang Guo Yang Chen Huiyang Jian Lintao Ma Xingyu Lu Jun-ping Zhou AI4TS 29 1 0 29 Jul 2024
DAM: Towards A Foundation Model for Time Series Forecasting L. N. Darlow Qiwen Deng Ahmed Hassan Martin Asenov Rajkarn Singh Artjom Joosen Adam Barker Amos Storkey AI4TS AI4CE 48 3 0 25 Jul 2024
TimeInf: Time Series Data Contribution via Influence Functions Yizi Zhang Jingyan Shen Xiaoxue Xiong Yongchan Kwon AI4TS TDI 31 0 0 21 Jul 2024
Time Series Generative Learning with Application to Brain Imaging Analysis Zhenghao Li Sanyou Wu Long Feng MedIm 41 0 0 19 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
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen.Hanting Chen Hanting Chen Hailin Hu AI4TS 40 0 0 15 Jul 2024
LETS-C: Leveraging Language Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 38 0 0 09 Jul 2024
Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion Boyuan Chen Diego Marti Monso Yilun Du Max Simchowitz Russ Tedrake Vincent Sitzmann DiffM 37 73 0 01 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
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Sheo Yon Jhin Seojin Kim Noseong Park AI4TS 36 3 0 29 Jun 2024
Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction Yicheng Zhou Pengfei Wang Hao Dong Denghui Zhang Dingqi Yang Yanjie Fu Pengyang Wang AI4TS AI4CE GNN 23 5 0 24 Jun 2024
F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data Zexing Xu Linjun Zhang Sitan Yang Rasoul Etesami Hanghang Tong Huan Zhang Jiawei Han AI4TS 33 3 0 23 Jun 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 46 45 0 22 Jun 2024
LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting Yu-Neng Chuang Songchen Li Jiayi Yuan Guanchu Wang Kwei-Herng Lai ... Sirui Ding Qiaoyu Tan Daochen Zha Daochen Zha Xia Hu AI4TS 32 1 0 20 Jun 2024
Robust Time Series Forecasting with Non-Heavy-Tailed Gaussian Loss-Weighted Sampler Jiang You A. Çela René Natowicz Jacob Ouanounou Patrick Siarry AI4TS 53 0 0 19 Jun 2024
XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation Du Yin Hao Xue Arian Prabowo Shuang Ao Flora Salim AI4TS 37 0 0 18 Jun 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 24 1 0 17 Jun 2024
First-Order Manifold Data Augmentation for Regression Learning Ilya Kaufman Omri Azencot 33 3 0 16 Jun 2024
WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting Quangao Liu Ruiqi Li Maowei Jiang Wei Yang Chen Liang Longlong Pang Zhuozhang Zou AI4TS 34 0 0 14 Jun 2024
Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning Haoxin Liu Harshavardhan Kamarthi Lingkai Kong Zhiyuan Zhao Chao Zhang B. Aditya Prakash OODD OOD AI4TS 46 8 0 13 Jun 2024
Fredformer: Frequency Debiased Transformer for Time Series Forecasting Xihao Piao Zheng Chen Taichi Murayama Yasuko Matsubara Yasushi Sakurai AI4TS 50 17 0 13 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
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Difan Deng Marius Lindauer AI4TS 53 0 0 07 Jun 2024
TimeSieve: Extracting Temporal Dynamics through Information Bottlenecks Ninghui Feng Songning Lai Jiayu Yang Fobao Zhou Zhenxiao Yin Haiying Zhao AI4TS 28 0 0 07 Jun 2024
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting Juncheng Liu Chenghao Liu Gerald Woo Yiwei Wang Bryan Hooi Caiming Xiong Doyen Sahoo AI4TS 45 3 0 07 Jun 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 54 4 0 06 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md. Atik Ahamed Qiang Cheng Mamba 66 1 0 06 Jun 2024
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment Chenxi Liu Qianxiong Xu Hao Miao Sun Yang Lingzheng Zhang Cheng Long Ziyue Li Rui Zhao AI4TS 53 2 0 03 Jun 2024
MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series Zhicheng Chen Xi Xiao Ke-Li Xu Zhong Zhang Yu Rong Qing Li Guojun Gan Zhiqiang Xu Peilin Zhao AI4TS 46 0 0 30 May 2024
FTS: A Framework to Find a Faithful TimeSieve Songning Lai Ninghui Feng Haochen Sui Ze Ma Hao Wang Zichen Song Hang Zhao Yutao Yue AI4TS 39 15 0 30 May 2024
Hierarchical Classification Auxiliary Network for Time Series Forecasting Yanru Sun Zongxia Xie Dongyue Chen Emadeldeen Eldele Qinghua Hu AI4TS 55 3 0 29 May 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
RC-Mixup: A Data Augmentation Strategy against Noisy Data for Regression Tasks Seonghyeon Hwang Minsu Kim Steven Euijong Whang NoLa 32 2 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
UnitNorm: Rethinking Normalization for Transformers in Time Series Nan Huang C. Kümmerle Xiang Zhang AI4TS 35 2 0 24 May 2024