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Recommendations for the article A decoder-only foundation model for time-series forecasting
Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
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visibility_off | Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Kashif Rasul, Arjun Ashok, Andrew Robert Williams, Arian Khorasani, George Adamopoulos, Rishika Bhagwatkar, Marin Bilovs, Hena Ghonia, N. Hassen, Anderson Schneider, Sahil Garg, Alexandre Drouin, Nicolas Chapados, Yuriy Nevmyvaka, I. Rish | 2023-10-12 | ArXiv | 16 | 40 |
visibility_off | Are Language Models Actually Useful for Time Series Forecasting? | Mingtian Tan, Mike A. Merrill, Vinayak Gupta, Tim Althoff, Tom Hartvigsen | 2024-06-22 | ArXiv | 1 | 1 |
visibility_off | Time-LLM: Time Series Forecasting by Reprogramming Large Language Models | Ming Jin, Shiyu Wang, Lintao Ma, Zhixuan Chu, James Y. Zhang, X. Shi, Pin-Yu Chen, Yuxuan Liang, Yuan-Fang Li, Shirui Pan, Qingsong Wen | 2023-10-03 | ArXiv | 136 | 9 |
visibility_off | In-context Time Series Predictor | Jiecheng Lu, Yan Sun, Shihao Yang | 2024-05-23 | ArXiv | 0 | 1 |
visibility_off | LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Ching Chang, Wenjie Peng, Tien-Fu Chen | 2023-08-16 | ArXiv | 16 | 2 |
visibility_off | A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model | Jiexia Ye, Weiqi Zhang, Ke Yi, Yongzi Yu, Ziyue Li, Jia Li, F. Tsung | 2024-05-03 | ArXiv | 4 | 47 |
visibility_off | 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 | 2024-02-25 | ArXiv | 6 | 7 |
visibility_off | Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting | Qingxiang Liu, Xu Liu, Chenghao Liu, Qingsong Wen, Yuxuan Liang | 2024-05-23 | ArXiv | 0 | 6 |
visibility_off | One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors | Tian Zhou, Peisong Niu, Xue Wang, Liang Sun, Rong Jin | 2023-11-24 | ArXiv | 4 | 7 |
Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |