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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 | From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting | Xinyu Zhang, Shanshan Feng, Xutao Li | 2025-04-09 | ArXiv | 0 | 11 |
visibility_off | TimeFound: A Foundation Model for Time Series Forecasting | Congxi Xiao, Jingbo Zhou, Yixiong Xiao, Xinjiang Lu, Le Zhang, Hui Xiong | 2025-03-06 | ArXiv | 0 | 10 |
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 | 50 | 41 |
visibility_off | In-Context Fine-Tuning for Time-Series Foundation Models | Abhimanyu Das, Matthew Faw, Rajat Sen, Yichen Zhou | 2024-10-31 | ArXiv | 0 | 14 |
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 | 67 | 7 |
visibility_off | TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster | Kanghui Ning, Zijie Pan, Yu Liu, Yushan Jiang, James Y. Zhang, Kashif Rasul, Anderson Schneider, Lintao Ma, Yuriy Nevmyvaka, Dongjin Song | 2025-03-06 | ArXiv | 3 | 15 |
visibility_off | Fine-Tuning a Time Series Foundation Model with Wasserstein Loss | Andrei Chernov | 2024-09-18 | ArXiv | 0 | 1 |
visibility_off | Univariate to Multivariate: LLMs as Zero-Shot Predictors for Time-Series Forecasting | Chamara Madarasingha, N. Sohrabi, Zahir Tari | 2025-06-03 | ArXiv | 0 | 15 |
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 | 414 | 10 |
Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |