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A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

27 November 2022

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Papers citing "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers"

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Title
Human Locomotion Implicit Modeling Based Real-Time Gait Phase Estimation Yuanlong Ji Xingbang Yang Ruoqi Zhao Qihan Ye Quan Zheng Yubo Fan 32 0 0 18 Jun 2025
Forecasting the spatiotemporal evolution of fluid-induced microearthquakes with deep learning Jaehong Chung Michael Manga Timothy Kneafsey T. Mukerji Mengsu Hu 10 0 0 17 Jun 2025
SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Yitian Zhang Liheng Ma Antonios Valkanas Boris N. Oreshkin Mark Coates AI4TS 41 0 0 17 Jun 2025
Multi-Scale Finetuning for Encoder-based Time Series Foundation Models Zhongzheng Qiao Chenghao Liu Y. Zhang Ming Jin Quang Pham Qingsong Wen P.N. Suganthan Xudong Jiang Savitha Ramasamy AI4TS AI4CE 22 0 0 17 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 31 0 0 16 Jun 2025
CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values Kai Tang Ji Zhang Hua Meng Minbo Ma Qi Xiong Jie Xu Tianrui Li Tianrui Li AI4TS 29 0 0 16 Jun 2025
MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load Forecasting Shaoyuan Huang Tiancheng Zhang Zhongtian Zhang Xiaofei Wang Lanjun Wang Xin Wang AI4TS 19 0 0 15 Jun 2025
A Review of the Long Horizon Forecasting Problem in Time Series Analysis Hans Krupakar Kandappan V A AI4TS 22 0 0 15 Jun 2025
Delayformer: spatiotemporal transformation for predicting high-dimensional dynamics Zijian Wang Peng Tao Luonan Chen AI4TS AI4CE 18 0 0 13 Jun 2025
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 37 0 0 13 Jun 2025
PromptTSS: A Prompting-Based Approach for Interactive Multi-Granularity Time Series Segmentation Ching Chang Ming-Chih Lo Wen-Chih Peng Tien-Fu Chen AI4TS 49 0 0 12 Jun 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 117 0 0 12 Jun 2025
Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers Simon Roschmann Quentin Bouniot Vasilii Feofanov I. Redko Zeynep Akata AI4TS 41 0 0 10 Jun 2025
KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Hang Ye Gaoxiang Duan Haoran Zeng Yangxin Zhu Lingxue Meng Xiaoying Zheng Yongxin Zhu AI4TS 34 0 0 10 Jun 2025
TRACE: Grounding Time Series in Context for Multimodal Embedding and Retrieval Jialin Chen Ziyu Zhao Gaukhar Nurbek Aosong Feng Ali Maatouk Leandros Tassiulas Yifeng Gao Rex Ying AI4TS 35 0 0 10 Jun 2025
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness Jinkwan Jang Hyungjin Park Jinmyeong Choi Taesup Kim AI4TS 37 0 0 10 Jun 2025
MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion Franck Meyer Kyunghoon Hur Edward Choi 20 0 0 10 Jun 2025
MIRA: Medical Time Series Foundation Model for Real-World Health Data Hao Li Bowen Deng Chang Xu Zhiyuan Feng Viktor Schlegel ... Yizheng Sun Jingyuan Sun Kailai Yang Yiyao Yu Jiang Bian AI4TS OOD AI4CE 51 0 0 09 Jun 2025
NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity Adrien Petralia Philippe Charpentier Youssef Kadhi Themis Palpanas 43 0 0 06 Jun 2025
LightGTS: A Lightweight General Time Series Forecasting Model Yihang Wang Yuying Qiu Peng Chen Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS VLM 62 1 0 06 Jun 2025
LETS Forecast: Learning Embedology for Time Series Forecasting Abrar Majeedi Viswanatha Reddy Gajjala Satya Sai Srinath Namburi Gnvv Nada Magdi Elkordi Yin Li AI4TS 27 0 0 06 Jun 2025
FaCTR: Factorized Channel-Temporal Representation Transformers for Efficient Time Series Forecasting Yash Vijay Harini Subramanyan AI4TS 42 0 0 05 Jun 2025
CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model Yuxuan Chen Haipeng Xie DiffM 69 0 0 04 Jun 2025
Intelligent Routing for Sparse Demand Forecasting: A Comparative Evaluation of Selection Strategies Qiwen Zhang AI4TS 7 0 0 04 Jun 2025
XicorAttention: Time Series Transformer Using Attention with Nonlinear Correlation D. Kimura Tomonori Izumitani Hisashi Kashima AI4TS 47 0 0 03 Jun 2025
Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Andreas Auer Raghul Parthipan Pedro Mercado Abdul Fatir Ansari Lorenzo Stella Bernie Wang Michael Bohlke-Schneider Syama Sundar Rangapuram AI4TS 67 0 0 03 Jun 2025
MoCA: Multi-modal Cross-masked Autoencoder for Digital Health Measurements Howon Ryu Y. Chen Yacun Wang Andrea Z. LaCroix Chongzhi Di L. Natarajan Yu Wang Jingjing Zou 26 0 0 02 Jun 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting Jiankai Zheng Liang Xie AI4TS 35 0 0 01 Jun 2025
HouseTS: A Large-Scale, Multimodal Spatiotemporal U.S. Housing Dataset Shengkun Wang Yanshen Sun F. Chen Linhan Wang Naren Ramakrishnan Chang-Tien Lu Yinlin Chen AI4TS 30 0 0 01 Jun 2025
Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification Ming Hu Jianfu Yin Mingyu Dou Yuqi Wang Ruochen Dang Siyi Liang Cong Hu Yao Wang Bingliang Hu Quan Wang AI4TS 30 0 0 31 May 2025
Can LLMs Understand Unvoiced Speech? Exploring EMG-to-Text Conversion with LLMs Payal Mohapatra Akash Pandey Xiaoyuan Zhang Qi Zhu AuLLM 32 0 0 30 May 2025
Binary Cumulative Encoding meets Time Series Forecasting Andrei Chernov Vitaliy Pozdnyakov Ilya Makarov AI4TS 51 0 0 30 May 2025
Timing is Important: Risk-aware Fund Allocation based on Time-Series Forecasting Fuyuan Lyu Linfeng Du Yunpeng Weng Qiufang Ying Zhiyan Xu Wen Zou Haolun Wu Xiuqiang He Xing Tang AI4TS 68 0 0 30 May 2025
Mamba Integrated with Physics Principles Masters Long-term Chaotic System Forecasting Chang Liu Bohao Zhao Jingtao Ding Huandong Wang Yong Li Mamba AI4CE 34 0 0 29 May 2025
$K^2$ VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting Xingjian Wu Xiangfei Qiu Hongfan Gao Jilin Hu Bin Yang Chenjuan Guo AI4TS 74 1 0 29 May 2025
Non-collective Calibrating Strategy for Time Series Forecasting Bin Wang Yongqi Han Minbo Ma Tianrui Li Junbo Zhang Feng Hong Yanwei Yu AI4TS 51 0 0 29 May 2025
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning Andreas Auer Patrick Podest Daniel Klotz Sebastian Böck Günter Klambauer Sepp Hochreiter AI4TS 25 0 0 29 May 2025
Multivariate de Bruijn Graphs: A Symbolic Graph Framework for Time Series Forecasting Mert Onur Cakiroglu Idil Bilge Altun Hasan Kurban Elham Buxton Mehmet Dalkilic AI4TS 17 0 0 28 May 2025
Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting Tianxiang Zhan Ming Jin Yuanpeng He Yuxuan Liang Yong Deng Shirui Pan AI4TS KELM 17 0 0 28 May 2025
Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Jintao Zhang Zirui Liu Mingyue Cheng Shilong Zhang Tingyue Pan Qi Liu Yanhu Xie 37 0 0 28 May 2025
AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage Xuanle Zhao Zilin Sang Yuxuan Li Qi Shi Shuo Wang Duzhen Zhang Xu Han Zhiyuan Liu Maosong Sun Maosong Sun 89 1 0 27 May 2025
PIPE: Physics-Informed Position Encoding for Alignment of Satellite Images and Time Series Haobo Li Eunseo Jung Zixin Chen Zhaowei Wang Yueya Wang Huamin Qu Alexis Kai Hon Lau 24 0 0 27 May 2025
TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state Xiaowen Ma Zhenliang Ni Shuai Xiao Xinghao Chen AI4TS 40 0 0 27 May 2025
Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting Zhining Liu Ze Yang Xiao Lin Ruizhong Qiu Tianxin Wei Yada Zhu Hendrik Hamann Jingrui He Hanghang Tong AI4TS 89 0 0 24 May 2025
FRIREN: Beyond Trajectories -- A Spectral Lens on Time Qilin Wang AI4TS 72 0 0 23 May 2025
BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models Zezhi Shao Yujie Li Fei Wang Chengqing Yu Yisong Fu Tangwen Qian Bin Xu Boyu Diao Yongjun Xu Xueqi Cheng AI4TS 82 0 0 23 May 2025
Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach Yuting Huang Ziquan Fang Zhihao Zeng Lu Chen Yunjun Gao 197 0 0 23 May 2025
When can isotropy help adapt LLMs' next word prediction to numerical domains? Rashed Shelim Shengzhe Xu Walid Saad Naren Ramakrishnan 39 0 0 22 May 2025
Large Language models for Time Series Analysis: Techniques, Applications, and Challenges Feifei Shi Xueyan Yin Kang Wang Wanyu Tu Qifu Sun Huansheng Ning AI4TS 22 0 0 21 May 2025
R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization Yuante Li Xu Yang Xiao Yang Minrui Xu Xisen Wang Weiqing Liu Jiang Bian AIFin 261 0 0 21 May 2025