Scaling-laws for Large Time-series Models

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Scaling-laws for Large Time-series Models

22 May 2024

Thomas D. P. Edwards

Benjamin Dan Wandelt

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Papers citing "Scaling-laws for Large Time-series Models"

12 / 12 papers shown

Title
Relative-Based Scaling Law for Neural Language Models Baoqing Yue Jinyuan Zhou Zixi Wei Jingtao Zhan Qingyao Ai Yiqun Liu 84 0 0 23 Oct 2025
Time Series Foundation Models: Benchmarking Challenges and Requirements Marcel Meyer Sascha Kaltenpoth Kevin Zalipski Oliver Müller AI4TS 140 1 0 15 Oct 2025
Test-Time Efficient Pretrained Model Portfolios for Time Series Forecasting Mert Kayaalp Caner Turkmen Oleksandr Shchur Pedro Mercado Abdul Fatir Ansari Michael Bohlke-Schneider Bernie Wang AI4TS 80 0 0 07 Oct 2025
CauKer: classification time series foundation models can be pretrained on synthetic data only Shifeng Xie Vasilii Feofanov Marius Alonso Ambroise Odonnat Jianfeng Zhang Themis Palpanas I. Redko AI4TS 164 4 0 04 Aug 2025
Advancing Event Forecasting through Massive Training of Large Language Models: Challenges, Solutions, and Broader Impacts Sang-Woo Lee Sohee Yang Donghyun Kwak Noah Y. Siegel OffRL AI4TS 134 1 0 25 Jul 2025
EEG Foundation Models: A Critical Review of Current Progress and Future Directions Gayal Kuruppu Neeraj Wagh Y. Varatharajah 213 0 0 15 Jul 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 302 2 0 20 Apr 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 291 5 0 09 Feb 2025
FlexTSF: A Flexible Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 248 0 0 30 Oct 2024
Towards Neural Scaling Laws for Time Series Foundation ModelsInternational Conference on Learning Representations (ICLR), 2024 Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 320 21 0 16 Oct 2024
Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis Wen Ye Wei Yang Defu Cao Yizhou Zhang Lumingyuan Tang Jie Cai Yan Liu AI4TS BDL CoGe 328 1 0 05 Oct 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 283 20 0 24 May 2024