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

27 November 2022

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

50 / 160 papers shown

Title
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 2 0 0 16 May 2025
Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting Yueyang Yao Jiajun Li Xingyuan Dai MengMeng Zhang Xiaoyan Gong Fei Wang Yisheng Lv AI4TS 24 0 0 16 May 2025
ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Data Chengsen Wang Qi Qi Zhongwen Rao Lujia Pan Jingyu Wang Jianxin Liao AI4TS 24 0 0 15 May 2025
A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting Boshi Gao Qingjian Ni Fanbo Ju Yu Chen Ziqi Zhao AI4TS 29 0 0 13 May 2025
A Comparative Study of Transformer-Based Models for Multi-Horizon Blood Glucose Prediction Meryem Altin Karagoz Marc D. Breton Anas El Fathi AI4TS 28 0 0 12 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yong-Jin Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 34 0 0 12 May 2025
Decoding Futures Price Dynamics: A Regularized Sparse Autoencoder for Interpretable Multi-Horizon Forecasting and Factor Discovery Abhijit Gupta 31 0 0 11 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 26 0 0 09 May 2025
ALFEE: Adaptive Large Foundation Model for EEG Representation Wei Xiong Junming Lin Jiangtong Li Jie Li Changjun Jiang 33 0 0 07 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 56 0 0 07 May 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Y. Wang Yong-Jin Liu Xiaoyi Duan Kai Wang AI4TS 29 1 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 33 0 0 07 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
SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting Shiwei Guo Z. Chen Yupeng Ma Yunfei Han Yi Wang AI4TS 166 0 0 05 May 2025
LLM4FTS: Enhancing Large Language Models for Financial Time Series Prediction Zian Liu Renjun Jia AI4TS AIFin 55 0 0 05 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 37 2 0 04 May 2025
How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades Rahuul Rangaraj Jimeng Shi Azam Shirali Rajendra Paudel Yanzhao Wu Giri Narasimhan 43 0 0 02 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 52 1 0 02 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
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 26 0 0 01 May 2025
D-Tracker: Modeling Interest Diffusion in Social Activity Tensor Data Streams Shingo Higashiguchi Yasuko Matsubara Koki Kawabata Taichi Murayama Yasushi Sakurai AI4TS 31 0 0 01 May 2025
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data Qi. Wang Xiao Zhang Mingyi Li Yuan Yuan Mengbai Xiao Fuzhen Zhuang Dongxiao Yu 31 0 0 29 Apr 2025
Pretraining Large Brain Language Model for Active BCI: Silent Speech Jinzhao Zhou Zehong Cao Yiqun Duan Connor Barkley Daniel Leong ... Ziyi Zhao T. Do Yu-Cheng Chang Sheng-Fu Liang Chin-Teng Lin 32 0 0 29 Apr 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 60 0 0 28 Apr 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 69 0 0 26 Apr 2025
A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives Junhong Lai Jiyu Wei Lin Yao Yueming Wang 43 0 0 24 Apr 2025
CANet: ChronoAdaptive Network for Enhanced Long-Term Time Series Forecasting under Non-Stationarity Mert Sonmezer Seyda Ertekin AI4TS 26 0 0 24 Apr 2025
QuantBench: Benchmarking AI Methods for Quantitative Investment Saizhuo Wang Hao Kong Jiadong Guo Fengrui Hua Yiyan Qi Wanyun Zhou Jiahao Zheng Xinyu Wang Lionel M. Ni Jian Guo 171 2 0 24 Apr 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 52 0 0 23 Apr 2025
Improving Significant Wave Height Prediction Using Chronos Models Yilin Zhai Hongyuan Shi Chao Zhan Qing Wang Zaijin You Nan Wang AI4Cl AI4CE 45 0 0 23 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 32 0 0 19 Apr 2025
TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Yihang Lu Yangyang Xu Qitao Qing Xianwei Meng AI4TS 49 0 0 17 Apr 2025
Transformer representation learning is necessary for dynamic multi-modal physiological data on small-cohort patients Bingxu Wang Kunzhi Cai Yuqi Zhang Yachong Guo Zeyi Zhou Wenjiao Li Yachong Guo Wei Wang Qing Zhou MedIm 34 0 0 05 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay Hussain Jagirdar Rukma Talwadker Aditya Pareek Pulkit Agrawal Tridib Mukherjee AI4TS 43 1 0 03 Apr 2025
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Sanjay Chakraborty Fredrik Heintz AI4TS AIFin 49 0 0 31 Mar 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 58 0 0 31 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 0 0 18 Mar 2025
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 50 0 0 14 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 155 3 0 04 Mar 2025
PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting Yanhong Li D. Anastasiu AI4TS 38 0 0 27 Feb 2025
TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting Young-Chae Hong Bei Xiao Yangho Chen AI4TS 69 0 0 25 Feb 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical Records Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang J. T. Wang 47 0 0 25 Feb 2025
TabulaTime: A Novel Multimodal Deep Learning Framework for Advancing Acute Coronary Syndrome Prediction through Environmental and Clinical Data Integration Xin Zhang Liangxiu Han Stephen White Saad Hassan Philip A Kalra James Ritchie Carl Diver Jennie Shorley 82 1 0 24 Feb 2025
Stable-SPAM: How to Train in 4-Bit More Stably than 16-Bit Adam Tianjin Huang Haotian Hu Zhenyu (Allen) Zhang Gaojie Jin Xianrui Li ... Tianlong Chen Lu Liu Qingsong Wen Zhangyang Wang Shiwei Liu MQ 39 0 0 24 Feb 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 53 0 0 24 Feb 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
TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Ege Onur Taga M. E. Ildiz Samet Oymak AI4TS 57 2 0 22 Feb 2025
From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education Yi-Fan Zhang Hang Li D. Song Lichao Sun Tianlong Xu Qingsong Wen LLMAG LRM 93 2 0 20 Feb 2025
Performance of Zero-Shot Time Series Foundation Models on Cloud Data William Toner Thomas L. Lee Artjom Joosen Rajkarn Singh Martin Asenov AI4TS 61 0 0 18 Feb 2025