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

Neural Information Processing Systems (NeurIPS), 2023

23 February 2023

Liang Sun

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

50 / 372 papers shown

Title
Generalisation Bounds of Zero-Shot Economic Forecasting using Time Series Foundation Models Jittarin Jetwiriyanon Teo Susnjak Surangika Ranathunga AI4TS 143 0 0 30 May 2025
Non-collective Calibrating Strategy for Time Series ForecastingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Bin Wang Yongqi Han Minbo Ma Tianrui Li Junbo Zhang Feng Hong Yanwei Yu AI4TS 245 0 0 29 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 Qi Liu Yanhu Xie 216 0 0 28 May 2025
Decoupling Spatio-Temporal Prediction: When Lightweight Large Models Meet Adaptive HypergraphsKnowledge Discovery and Data Mining (KDD), 2025 Jiawen Chen Qi Shao Duxin Chen Wenwu Yu AI4TS 96 0 0 26 May 2025
Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach Tal Gonen Itai Pemper Ilan Naiman Nimrod Berman Omri Azencot DiffM 229 5 0 26 May 2025
BehaveGPT: A Foundation Model for Large-scale User Behavior Modeling Jiahui Gong Jingtao Ding Fanjin Meng Chen Yang Hong Chen Zuojian Wang Haisheng Lu Yong Li 152 1 0 23 May 2025
MSDformer: Multi-scale Discrete Transformer For Time Series Generation Zhicheng Chen Shibo Feng Xi Xiao Zhong Zhang Qing Li Xingyu Gao Peilin Zhao 232 2 0 20 May 2025
This Time is Different: An Observability Perspective on Time Series Foundation Models Ben Cohen Emaad Khwaja Youssef Doubli Salahidine Lemaachi Chris Lettieri ... Zongzhe Xu Viktoriya Zhukova David Asker Ameet Talwalkar Othmane Abou-Amal AI4TS AI4CE 483 11 0 20 May 2025
Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment Siming Sun Kai Zhang Xuejun Jiang Wenchao Meng Qinmin Yang AI4TS 203 0 0 19 May 2025
Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting Ziyu Zhou Jiaxi Hu Qingsong Wen James T. Kwok Yuxuan Liang AI4TS 211 3 0 17 May 2025
Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning Yuanzhao Zhang William Gilpin AI4TS 231 1 0 16 May 2025
Concept Drift Guided LayerNorm Tuning for Efficient Multimodal Metaphor IdentificationInternational Conference on Multimedia Retrieval (ICMR), 2025 Wenhao Qian Zhenzhen Hu Zijie Song Jia Li 300 1 0 16 May 2025
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing DataInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Mengxuan Li Ke Liu Jialong Guo Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 194 3 0 16 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 158 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 Haiwei Yang Yisheng Lv AI4TS 342 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 220 2 0 15 May 2025
Foundation Models Knowledge Distillation For Battery Capacity Degradation Forecast Joey Chan Zhen Chen Ershun Pan 347 0 0 13 May 2025
DELPHYNE: A Pre-Trained Model for General and Financial Time Series Xueying Ding Aakriti Mittal Achintya Gopal AI4TS 105 1 0 12 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song Emadeldeen Eldele Ruibing Jin Qianli Ma AI4TS 403 4 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline ClusteringIEEE International Conference on Data Engineering (ICDE), 2025 Yiming Niu Jinliang Deng Lulu Zhang Zimu Zhou Yongxin Tong AI4TS 366 0 0 09 May 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series ForecastingAAAI Conference on Artificial Intelligence (AAAI), 2025 Yuanbo Wang Wenshu Fan Xiaoyi Duan Kai Wang AI4TS 243 7 0 07 May 2025
LLM4FTS: Enhancing Large Language Models for Financial Time Series Prediction Zian Liu Renjun Jia AI4TS AIFin 176 3 0 05 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge DistillationIEEE International Conference on Data Engineering (ICDE), 2025 Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 451 21 0 04 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 225 2 0 02 May 2025
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 260 1 0 01 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 212 3 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 247 1 0 26 Apr 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 338 2 0 20 Apr 2025
Energy-Aware Pattern Disentanglement: A Generalizable Pattern Assisted Architecture for Multi-task Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 444 0 0 19 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization Peiliang Gong Emadeldeen Eldele Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS AI4CE 324 0 0 15 Apr 2025
Can Competition Enhance the Proficiency of Agents Powered by Large Language Models in the Realm of News-driven Time Series Forecasting? Yuxuan Zhang Yangyang Feng Daifeng Li Kexin Zhang Junlan Chen Bowen Deng LLMAG AI4TS 208 1 0 14 Apr 2025
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs Wei Tao Xiaoyang Qu Kai Lu Jiguang Wan Guokuan Li Jianzong Wang 219 4 0 13 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 308 4 0 10 Apr 2025
From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting Xinyu Zhang Shanshan Feng Xutao Li AI4TS 210 2 0 09 Apr 2025
Exploring the Effectiveness and Interpretability of Texts in LLM-based Time Series Models Zhengke Sun Hangwei Qian Ivor Tsang AI4TS 144 0 0 09 Apr 2025
UniFault: A Fault Diagnosis Foundation Model from Bearing Data Emadeldeen Eldele Mohamed Ragab Xu Qing Edward Zhenghua Chen Min Wu Xuelong Li Jay Lee AI4CE 334 1 0 02 Apr 2025
Urban Computing in the Era of Large Language ModelsACM Transactions on Intelligent Systems and Technology (TIST), 2025 Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 452 5 0 02 Apr 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 440 2 0 31 Mar 2025
Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting Eftychia Makri Georgios Palaiokrassas Sarah Bouraga Antigoni Polychroniadou Leandros Tassiulas AIFin 223 2 0 29 Mar 2025
Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education Ahatsham Hayat Bilal Khan Mohammad Hasan AI4Ed 191 1 0 27 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 288 11 0 22 Mar 2025
Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Davide Villaboni A. Castellini Ivan Luciano Danesi Alessandro Farinelli AI4TS 136 2 0 22 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuningNeurocomputing (Neurocomputing), 2025 Yuze Li Wei Zhu AI4TS 435 2 0 21 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong Siyang Song Doyen Sahoo Junnan Li Chenghao Liu AI4TS 228 6 0 14 Mar 2025
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data Paul Quinlan Qingguo Li Xiaodan Zhu AI4TS LRM 220 1 0 13 Mar 2025
Deep Learning for Time Series Forecasting: A SurveyInternational Journal of Machine Learning and Cybernetics (IJMLC), 2025 X. Kong Zhenghao Chen Weiyao Liu Kaili Ning Lechao Zhang Syauqie Muhammad Marier Yichen Liu Yuhao Chen Xiwei Xu AI4TS AI4CE 320 33 0 13 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 356 18 0 11 Mar 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Liang Yu Lai Tu Xiang Bai AI4TS 217 0 0 11 Mar 2025
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph Shule Hao Junpeng Bao Chuncheng Lu AI4TS KELM 249 2 0 10 Mar 2025
Deep Sequence Models for Predicting Average Shear Wave Velocity from Strong Motion Records Baris Yilmaz Erdem Akagündüz Salih Tileylioglu 87 0 0 07 Mar 2025