Are Language Models Actually Useful for Time Series Forecasting?

Are Language Models Actually Useful for Time Series Forecasting?

22 June 2024

Mike A. Merrill

Thomas Hartvigsen

Papers citing "Are Language Models Actually Useful for Time Series Forecasting?"

12 / 12 papers shown

Title
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 70 0 0 02 Apr 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 60 8 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 J. Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song VLM AI4TS 44 1 0 06 Mar 2025
LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty Jiahui Cen Jianghao Lin Weizhong Xuan Dong-ping Zhou J. Chen Aimin Yang Y. Zhou AI4Ed 76 0 0 27 Feb 2025
A Multimodal PDE Foundation Model for Prediction and Scientific Text Descriptions Elisa Negrini Yuxuan Liu Liu Yang Stanley Osher Hayden Schaeffer AI4CE 76 0 0 09 Feb 2025
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 30 4 0 05 Nov 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
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 26 4 0 24 Sep 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 48 1 0 30 May 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 29 15 0 29 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 104 152 0 04 Feb 2024
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 159 3,799 0 14 Dec 2020