Evaluating Time-Series Training Dataset through Lens of Spectrum in Deep State Space Models

29 August 2024

Papers citing "Evaluating Time-Series Training Dataset through Lens of Spectrum in Deep State Space Models"

7 / 7 papers shown

Title
Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series Jiawen Zhang Shun Zheng Wei Cao Jiang Bian Jia Li AI4TS 53 30 0 14 Jun 2023
Explaining Neural Scaling Laws Yasaman Bahri Ethan Dyer Jared Kaplan Jaehoon Lee Utkarsh Sharma 68 269 0 12 Feb 2021
HiPPO: Recurrent Memory with Optimal Polynomial Projections Albert Gu Tri Dao Stefano Ermon Atri Rudra Christopher Ré 123 532 0 17 Aug 2020
Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach Yi Liu S. Garg Jiangtian Nie Yan Zhang Zehui Xiong Jiawen Kang M. S. Hossain FedML 69 381 0 19 Jul 2020
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019 Omer Berat Sezer M. U. Gudelek A. Ozbayoglu AI4TS 78 1,015 0 29 Nov 2019
A Constructive Prediction of the Generalization Error Across Scales Jonathan S. Rosenfeld Amir Rosenfeld Yonatan Belinkov Nir Shavit 105 214 0 27 Sep 2019
ListOps: A Diagnostic Dataset for Latent Tree Learning Nikita Nangia Samuel R. Bowman 59 138 0 17 Apr 2018