Scaling Law for Time Series Forecasting

Scaling Law for Time Series Forecasting

24 May 2024

Papers citing "Scaling Law for Time Series Forecasting"

12 / 12 papers shown

Title
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 18 0 0 09 May 2025
From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting Xinyu Zhang Shanshan Feng Xutao Li AI4TS 24 0 0 09 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 20 0 0 08 Apr 2025
Explaining Context Length Scaling and Bounds for Language Models Jingzhe Shi Qinwei Ma Hongyi Liu Hang Zhao Jeng-Neng Hwang Serge Belongie Lei Li LRM 62 2 0 03 Feb 2025
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 40 6 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 39 8 0 15 Oct 2024
Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers Haowei Ni Shuchen Meng Xieming Geng Panfeng Li Zhuoying Li Xupeng Chen Xiaotong Wang Shiyao Zhang 25 33 0 18 Jun 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 49 61 0 29 Mar 2024
An Analysis of Linear Time Series Forecasting Models William Toner Luke Darlow AI4TS 41 22 0 21 Mar 2024
Neural Scaling Laws on Graphs Jingzhe Liu Haitao Mao Zhikai Chen Tong Zhao Neil Shah Jiliang Tang 40 9 0 03 Feb 2024
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 161 3,799 0 14 Dec 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020