Title
Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators João Pedro Matos-Carvalho Stefano Frizzo Stefenon Valderi Reis Quietinho Leithardt Kin-Choong Yow AI4TS 43 0 0 24 Feb 2025
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting Guoqi Yu Yaoming Li Juncheng Wang Xiaoyu Guo Angelica I. Aviles-Rivero Tong Yang Shujun Wang AI4TS 46 0 0 24 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 55 1 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 70 0 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 Jiaheng Liu AI4TS 68 0 0 24 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 63 0 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 Xuzhi Zhang Yue Zhao Paul Bogdan 87 1 0 16 Feb 2025
Harnessing Vision Models for Time Series Analysis: A Survey Jingchao Ni Ziming Zhao ChengAo Shen Hanghang Tong Dongjin Song Wei Cheng Dongsheng Luo Haifeng Chen AI4TS 79 1 0 13 Feb 2025
Context information can be more important than reasoning for time series forecasting with a large language model Janghoon Yang AI4TS LRM 39 1 0 08 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 77 0 0 08 Feb 2025
Aero-LLM: A Distributed Framework for Secure UAV Communication and Intelligent Decision-Making Balakrishnan Dharmalingam Rajdeep Mukherjee Brett Piggott Guohuan Feng Anyi Liu 49 1 0 05 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 42 0 0 04 Feb 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Keli Zhang Ming Jin Stefan Zohren Dan Pei Yating Liu Qingsong Wen AI4TS LRM 78 3 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 55 2 0 02 Feb 2025
SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting Wenxuan Xie Fanpu Cao AI4TS 48 1 0 28 Jan 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 49 1 0 28 Jan 2025
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Xin Zhou Weiqing Wang Shilin Qu Zhiqiang Zhang Christoph Bergmeir AI4TS 49 2 0 13 Jan 2025
KG-CF: Knowledge Graph Completion with Context Filtering under the Guidance of Large Language Models Zaiyi Zheng Yushun Dong Song Wang Haochen Liu Qi Wang Jundong Li ALM 54 1 0 06 Jan 2025
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry TPM AI4TS 47 0 0 03 Jan 2025
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 52 6 0 31 Dec 2024
Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Mingyu Jin Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Jundong Li AI4TS 112 28 0 31 Dec 2024
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation Silin Yang Dong Wang Haoqi Zheng Ruochun Jin RALM AI4TS 88 2 0 21 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 73 0 0 15 Dec 2024
Financial Fine-tuning a Large Time Series Model Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 88 0 0 13 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 82 0 0 04 Dec 2024
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data Analysis Xie Yu Jingyuan Wang Yifan Yang Qian Huang Ke Qu 72 4 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 64 0 0 01 Dec 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 87 1 0 20 Nov 2024
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 76 0 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 88 0 0 18 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 26 2 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 49 1 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 47 2 0 05 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 54 6 0 05 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 45 1 0 03 Nov 2024
Text2Freq: Learning Series Patterns from Text via Frequency Domain Ming-Chih Lo Ching Chang Wen-Chih Peng AI4TS 42 0 0 01 Nov 2024
AAD-LLM: Adaptive Anomaly Detection Using Large Language Models Alicia Russell-Gilbert Alexander Sommers Andrew Thompson Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold Joshua Church 39 3 0 01 Nov 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 36 0 0 30 Oct 2024
Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models Letian Gong Yan Lin Xinyue Zhang Yiwen Lu Xuedi Han Yichen Liu Shengnan Guo Youfang Lin Huaiyu Wan 49 5 0 29 Oct 2024
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Nate Gillman Daksh Aggarwal Michael Freeman Saurabh Singh Chen Sun AI4TS 49 3 0 29 Oct 2024
TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting Yuhua Liao Zetian Wang Peng Wei Qiangqiang Nie Zhenhua Zhang AI4TS 23 0 0 24 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 159 0 0 22 Oct 2024
TimeSeriesExam: A time series understanding exam Yifu Cai Arjun Choudhry Mononito Goswami Artur Dubrawski ELM AI4TS 40 10 0 18 Oct 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 54 2 0 18 Oct 2024
Revisited Large Language Model for Time Series Analysis through Modality Alignment L. Zheng Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 166 2 0 16 Oct 2024
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs Qianggang Ding Haochen Shi Jiadong Guo Bang Liu AIFin 43 3 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 65 8 0 15 Oct 2024
SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 42 6 0 14 Oct 2024
Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 39 0 0 13 Oct 2024
Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Yanru Sun Zongxia Xie Emadeldeen Eldele Dongyue Chen Q. Hu Min-man Wu AI4TS 28 1 0 13 Oct 2024