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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
Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model Xue Wang Tian Zhou Jinyang Gao Bolin Ding Jingren Zhou AI4TS AI4CE LRM 17 0 0 20 May 2025
CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness Yingwei Zhang Ke Bu Zhuoran Zhuang Tao Xie Yao Yu Dong Li Yang Guo Detao Lv AI4TS 64 0 0 20 May 2025
Panda: A pretrained forecast model for universal representation of chaotic dynamics Jeffrey Lai Anthony Bao William Gilpin AI4TS AI4CE 103 0 0 19 May 2025
CATS: Clustering-Aggregated and Time Series for Business Customer Purchase Intention Prediction Yingjie Kuang Tianchen Zhang Zhen-Wei Huang Zhongjie Zeng Zhe-Yuan Li Ling Huang Yuefang Gao AI4TS 163 0 0 19 May 2025
Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding Donghwa Shin Edwin Zhang AI4TS 86 0 0 19 May 2025
Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting Wenjie Ou Zhishuo Zhao Dongyue Guo Yi Lin AI4TS 51 0 0 16 May 2025
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 109 1 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 71 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 56 0 0 13 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yang Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 90 0 0 12 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 55 0 0 12 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 132 0 0 11 May 2025
Decoding Futures Price Dynamics: A Regularized Sparse Autoencoder for Interpretable Multi-Horizon Forecasting and Factor Discovery Abhijit Gupta 185 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng Lulu Zhang Zimu Zhou Yongxin Tong AI4TS 167 0 0 09 May 2025
ALFEE: Adaptive Large Foundation Model for EEG Representation Wei Xiong Junming Lin Jiangtong Li Jie Li Changjun Jiang 112 0 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan O. Arik Jinsung Yoon AI4TS 67 0 0 07 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 131 0 0 07 May 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Yuanbo Wang Yang Liu Xiaoyi Duan Kai Wang AI4TS 87 1 0 07 May 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting Minhyuk Lee HyeKyung Yoon MyungJoo Kang AI4TS 155 0 0 04 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 166 8 0 04 May 2025
D-Tracker: Modeling Interest Diffusion in Social Activity Tensor Data Streams Shingo Higashiguchi Yasuko Matsubara Koki Kawabata Taichi Murayama Yasushi Sakurai AI4TS 88 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 93 0 0 01 May 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 106 1 0 29 Apr 2025
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data in Cloud-Native Systems Qi. Wang Xiao Zhang Mingyi Li Yuan Yuan Mengbai Xiao Fuzhen Zhuang Dongxiao Yu 85 0 0 29 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 380 2 0 24 Apr 2025
A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives Junhong Lai Jiyu Wei Lin Yao Yueming Wang 92 0 0 24 Apr 2025
Improving Significant Wave Height Prediction Using Chronos Models Yilin Zhai Hongyuan Shi Chao Zhan Qing Wang Zaijin You Nan Wang AI4Cl AI4CE 64 0 0 23 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 197 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 102 0 0 17 Apr 2025
Possibility for Proactive Anomaly Detection Jinsung Jeon Jaehyeon Park Sewon Park Jeongwhan Choi Minjung Kim Noseong Park AI4TS 39 0 0 15 Apr 2025
PatchTrAD: A Patch-Based Transformer focusing on Patch-Wise Reconstruction Error for Time Series Anomaly Detection Samy-Melwan Vilhes Gilles Gasso Mokhtar Z. Alaya AI4TS 67 0 0 10 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 107 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 197 2 0 03 Apr 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 258 0 0 01 Apr 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 187 0 0 31 Mar 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 101 2 0 31 Mar 2025
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Sanjay Chakraborty Fredrik Heintz AI4TS AIFin 89 0 0 31 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 251 1 0 21 Mar 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Weiqi Zhang Jiexia Ye Hui Yuan Jiajun Li Fugee Tsung MedIm 73 0 0 19 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 133 7 0 18 Mar 2025
Augmented Invertible Koopman Autoencoder for long-term time series forecasting Anthony Frion Lucas Drumetz M. Dalla Mura Guillaume Tochon Abdeldjalil Aissa El Bey AI4TS 81 0 0 17 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 99 0 0 14 Mar 2025
LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Wenzhe Niu Zongxia Xie Yanru Sun Wei He Man Xu Chao Hao AI4TS 190 1 0 11 Mar 2025
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models Yanlong Wang Jian Xu Tiantian Gao Hongkang Zhang Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 105 0 0 10 Mar 2025
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs Haoran Fan Bin Li Yixuan Weng Shoujun Zhou AI4TS 130 0 0 05 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 436 4 0 04 Mar 2025
SeqFusion: Sequential Fusion of Pre-Trained Models for Zero-Shot Time-Series Forecasting Ting Huang Xu-Yang Chen Han-Jia Ye AI4TS 85 1 0 04 Mar 2025
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model Xinyu Wang Feng Liu Rui Su Ziyi Wang Junlin Wu Wanli Ouyang Lei Bai Wanli Ouyang VLM 304 2 0 27 Feb 2025
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting Yifan Hu Yuante Li Peiyuan Liu Yuxia Zhu Naiqi Li Tao Dai Shu-Tao Xia Dawei Cheng Changjun Jiang AI4TS 178 3 0 26 Feb 2025
BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction Ruifeng Tan Weixiang Hong Jiayue Tang Xibin Lu Ruijun Ma Xiang Zheng Jia Li Jiaqiang Huang Tianze Zhang AI4TS 152 1 0 26 Feb 2025