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?"

16 / 16 papers shown

Title
Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting Zhining Liu Ze Yang Xiao Lin Ruizhong Qiu Tianxin Wei Yada Zhu Hendrik Hamann Jingrui He Hanghang Tong AI4TS 23 0 0 24 May 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 121 0 0 02 Apr 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 108 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 Junxuan Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song AI4TS VLM 92 1 0 06 Mar 2025
LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty Jiahui Cen Jianghao Lin Weizhong Xuan Dong-ping Zhou Jianfei Chen Aimin Yang Yimiao Zhou AI4Ed 109 0 0 27 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 59 7 0 05 Nov 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 38 2 0 03 Oct 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 73 7 0 24 Sep 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 84 1 0 30 May 2024
Language Models Still Struggle to Zero-shot Reason about Time Series Mike A. Merrill Mingtian Tan Vinayak Gupta Tom Hartvigsen Tim Althoff AI4TS LRM 50 27 0 17 Apr 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 83 19 0 12 Mar 2024
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Lifan Zhao Yanyan Shen AI4TS AIFin 48 14 0 31 Jan 2024
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 84 756 0 05 Oct 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 64 144 0 20 Sep 2022
AudioLM: a Language Modeling Approach to Audio Generation Zalan Borsos Raphaël Marinier Damien Vincent Eugene Kharitonov Olivier Pietquin ... Dominik Roblek O. Teboul David Grangier Marco Tagliasacchi Neil Zeghidour AuLLM 80 589 0 07 Sep 2022
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 29 150 0 14 May 2021