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TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

International Conference on Learning Representations (ICLR), 2023

16 August 2023

ArXiv (abs)PDF HTML HuggingFace (2 upvotes)

Papers citing "TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series"

50 / 105 papers shown

Title
Foundation Model Forecasts: Form and Function Alvaro Perez-Diaz James C. Loach Danielle E. Toutoungi Lee Middleton AI4TS 96 0 0 22 Oct 2025
Xihe: Scalable Zero-Shot Time Series Learner Via Hierarchical Interleaved Block Attention Yinbo Sun Yuchen Fang Zhibo Zhu Jia Li Yu Liu Qiwen Deng Jun Zhou Hang Yu Xingyu Lu Lintao Ma AI4TS 187 0 0 20 Oct 2025
TS-Reasoner: Aligning Time Series Foundation Models with LLM Reasoning Fangxu Yu Hongyu Zhao Tianyi Zhou AI4TS 68 0 0 03 Oct 2025
Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models Jeong Eul Kwon Joo Heung Yoon Hyo Kyung Lee 74 1 0 26 Sep 2025
CaTS-Bench: Can Language Models Describe Numeric Time Series? Luca Zhou Pratham Yashwante Marshall Fisher Alessio Sampieri Zihao Zhou Fabio Galasso Rose Yu AI4TS 89 0 0 25 Sep 2025
VIFO: Visual Feature Empowered Multivariate Time Series Forecasting with Cross-Modal Fusion Yanlong Wang Hang Yu Jian Xu Fei Ma Hongkang Zhang Tongtong Feng Zijian Zhang Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 65 0 0 25 Sep 2025
Context-Aware Language Models for Forecasting Market Impact from Sequences of Financial News Ross Koval Nicholas Andrews Xifeng Yan AIFin 88 0 0 15 Sep 2025
Select, then Balance: A Plug-and-Play Framework for Exogenous-Aware Spatio-Temporal Forecasting Wei Chen Yuqian Wu Yuanshao Zhu Xixuan Hao Shiyu Wang Yuxuan Liang AI4TS 112 2 0 06 Sep 2025
BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Shiqiao Zhou Holger Schöner Huanbo Lyu Edouard Fouché Shuo Wang AI4TS 79 0 0 30 Aug 2025
DiagECG: An LLM-Driven Framework for Diagnostic Reasoning via Discretized ECG Tokenization Jinning Yang Wen Shi 84 0 0 21 Aug 2025
CC-Time: Cross-Model and Cross-Modality Time Series Forecasting Peng Chen Yihang Wang Yang Shu Yunyao Cheng Kai Zhao Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS VLM 108 0 0 17 Aug 2025
UniCast: A Unified Multimodal Prompting Framework for Time Series Forecasting Sehyuk Park S. Han Eduard Hovy AI4TS 84 0 0 16 Aug 2025
From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization Xiaoyu Tao Shilong Zhang Mingyue Cheng Daoyu Wang Tingyue Pan Bokai Pan Changqing Zhang Shijin Wang AI4TS 93 1 0 08 Aug 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients Egor Fadeev Dzhambulat Mollaev Aleksei Shestov Dima Korolev Omar Zoloev Ivan A Kireev Ivan A Kireev Andrey Savchenko Maksim Makarenko AIFin AI4TS 188 0 0 07 Aug 2025
DualSG: A Dual-Stream Explicit Semantic-Guided Multivariate Time Series Forecasting Framework Kuiye Ding Fanda Fan Yao Wang Ruijie jian X. Wang Luqi Gong Yishan Jiang Chunjie Luo an Jianfeng Zhan Jianfeng Zhan AI4TS BDL 222 2 0 29 Jul 2025
When Does Multimodality Lead to Better Time Series Forecasting? Xiyuan Zhang Boran Han Haoyang Fang Abdul Fatir Ansari Shuai Zhang ... Hao Wang Y. Liu Huzefa Rangwala George Karypis Bernie Wang AI4TS 51 2 0 20 Jun 2025
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs Wei Li Yunyao Cheng Xinli Hao Chaohong Ma Yuxuan Liang Bin Yang Christian S.Jensen Xiaofeng Meng AI4TS 125 0 0 13 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review Yuchen Fang Hao Miao Yuxuan Liang Liwei Deng Yue Cui ... Yan Zhao T. Pedersen Christian S. Jensen Xiaofang Zhou Kai Zheng AI4TS AI4CE 196 5 0 02 Jun 2025
PIPE: Physics-Informed Position Encoding for Alignment of Satellite Images and Time Series Haobo Li Eunseo Jung Zixin Chen Zhaowei Wang Yueya Wang Huamin Qu Alexis Kai Hon Lau 156 0 0 27 May 2025
Large Language models for Time Series Analysis: Techniques, Applications, and Challenges Feifei Shi Xueyan Yin Kang Wang Wanyu Tu Qifu Sun Huansheng Ning AI4TS 162 0 0 21 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 139 0 0 19 May 2025
True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics Christoph Jürgen Hemmer Daniel Durstewitz AI4TS SyDa AI4CE 499 3 0 19 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 278 1 0 16 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 399 20 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 197 2 0 02 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 174 3 0 28 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 172 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 163 4 0 13 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 248 3 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 170 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 124 0 0 09 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 420 3 0 02 Apr 2025
Cocktail: Chunk-Adaptive Mixed-Precision Quantization for Long-Context LLM InferenceDesign, Automation and Test in Europe (DATE), 2025 Wei Tao Bin Zhang Xiaoyang Qu Jiguang Wan Jianzong Wang 306 3 0 30 Mar 2025
Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education Ahatsham Hayat Bilal Khan Mohammad Hasan AI4Ed 151 0 0 27 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 244 9 0 22 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuningNeurocomputing (Neurocomputing), 2025 Yuze Li Wei Zhu AI4TS 355 2 0 21 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 252 25 0 13 Mar 2025
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data Paul Quinlan Qingguo Li Xiaodan Zhu AI4TS LRM 172 1 0 13 Mar 2025
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 401 9 0 06 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 289 7 0 04 Mar 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 485 2 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 279 0 0 25 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 240 6 0 24 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 259 24 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 326 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 711 0 0 08 Feb 2025
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Xin Zhou Weiqing Wang Shilin Qu Zhiqiang Zhang Christoph Bergmeir AI4TS 244 4 0 13 Jan 2025
Time Series Forecasting with LLMs: Understanding and Enhancing Model CapabilitiesSIGKDD Explorations (SIGKDD Explor.), 2024 Haoyang Ling Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Jundong Li AI4TS 509 60 0 31 Dec 2024
VITRO: Vocabulary Inversion for Time-series Representation Optimization Filippos Bellos Nam H. Nguyen Jason J. Corso AI4TS 59 2 0 23 Dec 2024
Financial Fine-tuning a Large Time Series ModelIEEE Conference on Computational Intelligence for Financial Engineering & Economics (CIFEr), 2024 Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 294 5 0 13 Dec 2024