Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting

19 June 2023

Papers citing "Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting"

39 / 39 papers shown

Title
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting Mohammadmahdi Ghasemloo Alireza Moradi AI4TS 31 0 0 15 May 2025
Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting Apollinaire Poli Nemkova Sarath Chandra Lingareddy Sagnik Ray Choudhury Mark V. Albert 38 0 0 14 May 2025
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models Yunfeng Ge Jiawei Li Yiji Zhao Haomin Wen Zhao Li M. Qiu Haoyang Li Ming Jin Xiaojun Jia DiffM 213 0 0 05 May 2025
BrAIcht, a theatrical agent that speaks like Bertolt Brecht's characters Baz Roland Kristina Malyseva Anna Pappa Tristan Cazenave 66 0 0 29 Apr 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 60 0 0 28 Apr 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 72 0 0 23 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization Peiliang Gong Emadeldeen Eldele Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS AI4CE 75 0 0 15 Apr 2025
Data Poisoning in Deep Learning: A Survey Pinlong Zhao Weiyao Zhu Pengfei Jiao Di Gao Ou Wu AAML 70 1 0 27 Mar 2025
A Multi-Modal Knowledge-Enhanced Framework for Vessel Trajectory Prediction Haomin Yu Tianyi Li Kristian Torp Christian S. Jensen 48 0 0 27 Mar 2025
DeepFund: Will LLM be Professional at Fund Investment? A Live Arena Perspective Changlun Li Yao Shi Yuyu Luo Nan Tang AIFin 64 0 0 24 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 57 1 0 22 Mar 2025
Multimodal Stock Price Prediction: A Case Study of the Russian Securities Market Kasymkhan Khubiev Mikhail Semenov 64 0 0 13 Mar 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 92 0 0 08 Feb 2025
Context information can be more important than reasoning for time series forecasting with a large language model Janghoon Yang AI4TS LRM 48 1 0 08 Feb 2025
Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms Subramanyam Sahoo Kamlesh Dutta 62 1 0 19 Oct 2024
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding Yukun Cao Shuo Han Zengyi Gao Zezhong Ding Xike Xie S. Kevin Zhou 60 7 0 05 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 41 1 0 02 Sep 2024
LETS-C: Leveraging Language Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 48 0 0 09 Jul 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 63 44 0 15 Jun 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis Haoxin Liu Shangqing Xu Zhiyuan Zhao Lingkai Kong Harshavardhan Kamarthi ... Megha Sharma Jiaming Cui Qingsong Wen Chao Zhang B. Aditya Prakash AI4TS 61 6 0 12 Jun 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 57 7 0 15 May 2024
Enhancing Traffic Prediction with Textual Data Using Large Language Models Xiannan Huang 42 2 0 10 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Weiqi Zhang Jiexia Ye Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 56 23 0 03 May 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 62 38 0 29 Feb 2024
Towards Modeling Learner Performance with Large Language Models Seyed Parsa Neshaei Richard Lee Davis Adam Hazimeh Bojan Lazarevski Pierre Dillenbourg Tanja Käser AI4Ed 58 5 0 29 Feb 2024
Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Hao Wang Xu Ju Jiangtong Li Zhijian Xu Dawei Cheng Qiang Xu AI4TS KELM 57 19 0 07 Feb 2024
Empowering Time Series Analysis with Large Language Models: A Survey Yushan Jiang Zijie Pan Xikun Zhang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS AIFin 120 48 0 05 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang Jindong Wang Shirui Pan Qingsong Wen AI4TS 39 16 0 05 Feb 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 90 55 0 02 Feb 2024
Revolutionizing Finance with LLMs: An Overview of Applications and Insights Huaqin Zhao Zheng Liu Zihao Wu Yiwei Li Tianze Yang ... Haixing Dai Lin Zhao Gengchen Mai Ninghao Liu Tianming Liu AIFin 39 87 0 22 Jan 2024
Humans vs Large Language Models: Judgmental Forecasting in an Era of Advanced AI Mahdi Abolghasemi Odkhishig Ganbold Kristian Rotaru 45 9 0 12 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 49 9 0 11 Dec 2023
Exploring Large Language Models for Human Mobility Prediction under Public Events Yuebing Liang Yichao Liu Xiaohan Wang Zhan Zhao 131 32 0 29 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 59 118 0 16 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Defu Cao Furong Jia Sercan O. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 40 125 0 08 Oct 2023
Unveiling the Potential of Sentiment: Can Large Language Models Predict Chinese Stock Price Movements? Haohan Zhang Fengrui Hua Chengjin Xu Hao Kong Ruiting Zuo Jian Guo AIFin 36 16 0 25 Jun 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 173 597 0 06 Apr 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 455 8,840 0 28 Jan 2022
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting Nam H. Nguyen Brian Quanz BDL AI4TS 149 67 0 25 Jan 2021