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

16 August 2023

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

50 / 82 papers shown

Title
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 33 1 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 35 1 0 02 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 57 0 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 31 0 0 14 Apr 2025
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs Wei Tao Xiaoyang Qu Kai Lu Jiguang Wan Guokuan Li Jianzong Wang 32 0 0 13 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 33 0 0 10 Apr 2025
Exploring the Effectiveness and Interpretability of Texts in LLM-based Time Series Models Zhengke Sun Hangwei Qian Ivor Tsang AI4TS 29 0 0 09 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 24 0 0 09 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 73 0 0 02 Apr 2025
Cocktail: Chunk-Adaptive Mixed-Precision Quantization for Long-Context LLM Inference Wei Tao Bin Zhang Xiaoyang Qu Jiguang Wan Jianzong Wang 37 1 0 30 Mar 2025
Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education Ahatsham Hayat Bilal Khan Mohammad Hasan AI4Ed 68 0 0 27 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 40 0 0 22 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 70 0 0 21 Mar 2025
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data Paul Quinlan Qingguo Li Xiaodan Zhu AI4TS LRM 59 0 0 13 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 41 0 0 04 Mar 2025
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model X. Wang Feng Liu Rui Su Z. Wang Lei Bai Wanli Ouyang VLM 68 0 0 27 Feb 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical Records Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang J. T. Wang 40 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 55 0 0 24 Feb 2025
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents Geon Lee Wenchao Yu Kijung Shin Wei Cheng Haifeng Chen AI4TS LLMAG 54 3 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 X. Zhang Yue Zhao Paul Bogdan 63 1 0 16 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 62 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 36 2 0 13 Jan 2025
Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Mingyu Jin Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Mengnan Du AI4TS 96 26 0 31 Dec 2024
Financial Fine-tuning a Large Time Series Model Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 75 0 0 13 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 69 0 0 04 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 62 0 0 01 Dec 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 6 0 05 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 24 0 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 26 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 S. Guo Youfang Lin Huaiyu Wan 33 4 0 29 Oct 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 19 1 0 24 Oct 2024
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Maurice Kraus Felix Divo D. Dhami Kristian Kersting AI4TS 28 2 0 22 Oct 2024
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation M. Lin Z. Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 23 7 0 22 Oct 2024
UniMTS: Unified Pre-training for Motion Time Series Xiyuan Zhang Diyan Teng Ranak Roy Chowdhury Shuheng Li Dezhi Hong Rajesh K. Gupta Jingbo Shang AI4TS 16 3 0 18 Oct 2024
SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 34 6 0 14 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang OOD AI4TS 21 1 0 03 Oct 2024
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 13 8 0 27 Sep 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 35 3 0 26 Sep 2024
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings Duo Wang Yuan Zuo Fengzhi Li Junjie Wu 18 7 0 25 Aug 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 24 2 0 22 Aug 2024
Unleash The Power of Pre-Trained Language Models for Irregularly Sampled Time Series Weijia Zhang Chenlong Yin Hao Liu Hui Xiong AI4TS 39 3 0 12 Aug 2024
PowerPM: Foundation Model for Power Systems Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 30 5 0 07 Aug 2024
Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals Zengding Liu Chen Chen Jiannong Cao Minglei Pan Jikui Liu Nan Li F. Miao Ye Li 28 2 0 26 Jun 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 39 44 0 22 Jun 2024
LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting Yu-Neng Chuang Songchen Li Jiayi Yuan Guanchu Wang Kwei-Herng Lai ... Sirui Ding Qiaoyu Tan Daochen Zha Daochen Zha Xia Hu AI4TS 30 1 0 20 Jun 2024
LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices Ruibing Jin Qing Xu Min-man Wu Yuecong Xu Dan Li Xiaoli Li Zhenghua Chen 31 1 0 13 Jun 2024
MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning Weiqi Zhang Jiexia Ye Ziyue Li Jia Li Meng Zhao Fugee Tsung AI4TS 36 9 0 07 Jun 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 35 1 0 24 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 46 3 0 17 May 2024
DynLLM: When Large Language Models Meet Dynamic Graph Recommendation Ziwei Zhao Fake Lin Xi Zhu Zhi Zheng Tong Bill Xu Shitian Shen Xueying Li Zikai Yin Enhong Chen 30 5 0 13 May 2024