DAM: Towards A Foundation Model for Time Series Forecasting

DAM: Towards A Foundation Model for Time Series Forecasting

25 July 2024

Amos Storkey

Papers citing "DAM: Towards A Foundation Model for Time Series Forecasting"

9 / 9 papers shown

Title
Performance of Zero-Shot Time Series Foundation Models on Cloud Data William Toner Thomas L. Lee Artjom Joosen Rajkarn Singh Martin Asenov AI4TS 42 0 0 18 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 36 0 0 18 Feb 2025
Towards Universal Large-Scale Foundational Model for Natural Gas Demand Forecasting Xinxing Zhou Jiaqi Ye Shubao Zhao Ming Jin Zhaoxiang Hou Chengyi Yang Zengxiang Li Yanlong Wen Xiaojie Yuan AI4TS 21 0 0 24 Sep 2024
How Does It Function? Characterizing Long-term Trends in Production Serverless Workloads Artjom Joosen Ahmed Hassan Martin Asenov Rajkarn Singh L. N. Darlow Jianfeng Wang Adam Barker 32 36 0 15 Dec 2023
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 145 0 04 Jul 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 118 165 0 18 May 2022
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 164 3,799 0 14 Dec 2020
Serverless in the Wild: Characterizing and Optimizing the Serverless Workload at a Large Cloud Provider Mohammad Shahrad Rodrigo Fonseca Íñigo Goiri G. Chaudhry Paul Batum Jason Cooke Eduardo Laureano Colby Tresness M. Russinovich Ricardo Bianchini 74 572 0 06 Mar 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 223 4,424 0 23 Jan 2020