CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

12 March 2024

Papers citing "CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning"

18 / 18 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 22 1 0 04 May 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 70 0 0 02 Apr 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 36 0 0 11 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 39 0 0 27 Feb 2025
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting Yifan Hu Yuante Li Peiyuan Liu Yuxia Zhu Naiqi Li Tao Dai Shu-Tao Xia Dawei Cheng Changjun Jiang AI4TS 65 0 0 26 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 46 1 0 16 Feb 2025
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 35 1 0 05 Nov 2024
Revisited Large Language Model for Time Series Analysis through Modality Alignment L. Zheng Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 31 2 0 16 Oct 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 59 12 0 16 Oct 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 29 44 0 22 Jun 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 31 3 0 17 May 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 24 34 0 02 Apr 2024
Reprogramming Pretrained Language Models for Protein Sequence Representation Learning R. Vinod Pin-Yu Chen Payel Das 70 12 0 05 Jan 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 109 165 0 18 May 2022
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
Supervised Multimodal Bitransformers for Classifying Images and Text Douwe Kiela Suvrat Bhooshan Hamed Firooz Ethan Perez Davide Testuggine 51 238 0 06 Sep 2019
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013