Large Pre-trained time series models for cross-domain Time series
analysis tasks

Large Pre-trained time series models for cross-domain Time series analysis tasks

19 November 2023

Harshavardhan Kamarthi

Papers citing "Large Pre-trained time series models for cross-domain Time series analysis tasks"

12 / 12 papers shown

Title
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 0 0 18 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Keli Zhang Caiming Xiong Shri Kiran Srinivasan Doyen Sahoo Junnan Li Chenghao Liu AI4TS 47 0 0 14 Mar 2025
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph Shule Hao Junpeng Bao Chuncheng Lu AI4TS KELM 49 0 0 10 Mar 2025
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 96 7 0 09 Nov 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 36 10 0 24 May 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Keli Zhang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 91 117 0 21 Mar 2024
Advancing Time Series Classification with Multimodal Language Modeling Mingyue Cheng Yiheng Chen Qi Liu Zhiding Liu Yucong Luo AI4TS 40 11 0 19 Mar 2024
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting Haoxin Liu Zhiyuan Zhao Jindong Wang Harshavardhan Kamarthi B. A. Prakash AI4TS LRM VLM 66 24 0 25 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 120 170 0 04 Feb 2024
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting Longyuan Li Junchi Yan Xiaokang Yang Yaohui Jin OOD BDL AI4TS 45 60 0 31 Jan 2021
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 169 3,900 0 14 Dec 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020