Papers citing 'One Fits All:Power General Time Series Analysis by Pretrained LM'

Title
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang Junxuan Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song AI4TS VLM 493 10 0 06 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 220 2 0 06 Mar 2025
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMsJournal of Supercomputing (J. Supercomput.), 2025 Haoran Fan Bin Li Yixuan Weng Shoujun Zhou AI4TS 322 1 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 1.1K 13 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 219 2 0 04 Mar 2025
Call for Rigor in Reporting Quality of Instruction Tuning DataAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Hyeonseok Moon Jaehyung Seo Heuiseok Lim ALM 395 1 0 04 Mar 2025
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration Alicia Russell-Gilbert Sudip Mittal Shahram Rahimi Maria Seale Joseph E. Jabour Thomas Arnold Joshua Church 369 8 0 04 Mar 2025
Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting Xiaobin Hong Jiawei Zhang Wenzhong Li Sanglu Lu Jiajun Li AI4TS 287 1 0 03 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting Dilfira Kudrat Zongxia Xie Yanru Sun Tianyu Jia Q. Hu AI4TS 948 13 0 02 Mar 2025
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding Haoran Zhang Yong Liu Yunzhong Qiu Haixuan Liu Zhongyi Pei Jianmin Wang Mingsheng Long AI4TS 222 7 0 28 Feb 2025
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model Xinyu Wang Feng Liu Rui Su Liang Luo Junlin Wu Wanli Ouyang Mengwei He Wanli Ouyang VLM 561 3 0 27 Feb 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical RecordsInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang Jinqiao Wang 363 0 0 25 Feb 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 306 14 0 24 Feb 2025
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning Jiaheng Li Donghe Li Ye Yang Huan Xi Yu Xiao Li Sun Dou An Qingyu Yang AI4TS 268 6 0 24 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang Xinsong Zhang Qingbin Liu AI4TS 305 1 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 299 1 0 21 Feb 2025
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model AgentsAAAI Conference on Artificial Intelligence (AAAI), 2025 Geon Lee Wenchao Yu Kijung Shin Wei Cheng Haifeng Chen AI4TS LLMAG 291 26 0 17 Feb 2025
On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series Kausik Lakkaraju Rachneet Kaur Parisa Zehtabi Sunandita Patra Siva Likitha Valluru Zhen Zeng Biplav Srivastava Marco Valtorta AI4TS 303 1 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 Wei Wei Yue Zhao Paul Bogdan 386 4 0 16 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language modelInternational Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2025 Janghoon Yang AI4TS 781 0 0 08 Feb 2025
Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting Siru Zhong Weilin Ruan Ming Jin Huan Li Qingsong Wen Yuxuan Liang VLM AI4TS 378 26 0 06 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 225 1 0 04 Feb 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Yating Liu Qingsong Wen AI4TS LRM 297 17 0 03 Feb 2025
Decision-informed Neural Networks with Large Language Model Integration for Portfolio Optimization Yoontae Hwang Yaxuan Kong Stefan Zohren Yongjae Lee AIFin 177 6 0 02 Feb 2025
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback Yongzhi Qi Hao Hu Dazhou Lei Jianshen Zhang Zhengxin Shi Yulin Huang Zhengyu Chen Xiaoming Lin Zuo-jun Shen AI4TS AI4CE 253 6 0 28 Jan 2025
SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting Wenxuan Xie Fanpu Cao AI4TS 210 1 0 27 Jan 2025
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series ForecastingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Wenzhen Yue Yixiao Liu Xianghua Ying Bowei Xing Ruohao Guo Ji Shi AI4TS 177 8 0 23 Jan 2025
Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment LabelsKnowledge Discovery and Data Mining (KDD), 2025 Yaxuan Wang Hao Cheng Jing Xiong Qingsong Wen Han Jia Ruixuan Song Li Zhang Zhaowei Zhu Yang Liu AI4TS 241 3 0 21 Jan 2025
Using Pre-trained LLMs for Multivariate Time Series Forecasting Malcolm Wolff Shenghao Yang Kari Torkkola Michael W. Mahoney AI4TS AIFin 253 4 0 10 Jan 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 506 30 0 03 Jan 2025
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented GenerationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Silin Yang Dong Wang Haoqi Zheng Ruochun Jin RALM AI4TS 254 17 0 21 Dec 2024
ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual DataAAAI Conference on Artificial Intelligence (AAAI), 2024 Chengsen Wang Q. Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Lei Zhang Jianxin Liao AI4TS 242 66 0 16 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 302 1 0 15 Dec 2024
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Zhengnan Li Haoxuan Li Hao Wang Jun Fang Duoyin Li Yunxiao Qin AI4TS 935 0 0 02 Dec 2024
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data AnalysisIEEE International Conference on Data Engineering (ICDE), 2024 Xie Yu Jingyuan Wang Yifan Yang Qian Huang Ke Qu 292 17 0 01 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 260 0 0 01 Dec 2024
Towards Foundation Models for Critical Care Time Series Manuel Burger Fedor Sergeev Malte Londschien Daphné Chopard Hugo Yèche ... Zeynep Babür Jasmina Bogojeska M. Faltys Rita Kuznetsova Gunnar Rätsch AI4TS LM&MA 194 4 0 25 Nov 2024
What can LLM tell us about cities? Zhuoheng Li Yaochen Wang Zhixue Song Yuqi Huang Rui Bao Guanjie Zheng Ruoyao Xiao 221 6 0 25 Nov 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Jiangming Wang Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li Tong Xu X. Li AI4TS LMTD 424 0 0 24 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 472 6 0 20 Nov 2024
Zero-Shot Load Forecasting with Large Language Models Wenlong Liao Zhe Yang Mengshuo Jia Christian Rehtanz Jiannong Fang F. Porté-Agel BDL 295 4 0 18 Nov 2024
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly DetectionKnowledge Discovery and Data Mining (KDD), 2024 Mengxuan Li Ke Liu Hongyang Chen Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 488 6 0 18 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisNeural Information Processing Systems (NeurIPS), 2024 Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 191 11 0 07 Nov 2024
Energy Price Modelling: A Comparative Evaluation of four Generations of Forecasting Methods Alexandru-Victor Andrei Georg Velev Filip-Mihai Toma Daniel Traian Pele Stefan Lessmann AI4TS 175 4 0 05 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 324 9 0 05 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised BaselinesInternational Conference on Learning Representations (ICLR), 2024 Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 325 23 0 05 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang Jinfeng Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 315 2 0 03 Nov 2024
AAD-LLM: Adaptive Anomaly Detection Using Large Language ModelsBigData Congress [Services Society] (BSS), 2024 Alicia Russell-Gilbert Alexander Sommers Andrew Thompson Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold Joshua Church 298 15 0 01 Nov 2024
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 695 14 0 01 Nov 2024
AR-Pro: Counterfactual Explanations for Anomaly Repair with Formal PropertiesNeural Information Processing Systems (NeurIPS), 2024 Xiayan Ji Anton Xue Eric Wong O. Sokolsky Insup Lee 162 3 0 31 Oct 2024