Learning Pattern-Specific Experts for Time Series Forecasting Under
Patch-level Distribution Shift

Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift

13 October 2024

Emadeldeen Eldele

Papers citing "Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift"

10 / 10 papers shown

Title
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 80 79 0 29 Mar 2024
MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts Maciej Pióro Kamil Ciebiera Krystian Król Jan Ludziejewski Michał Krutul Jakub Krajewski Szymon Antoniak Piotr Miłoś Marek Cygan Sebastian Jaszczur MoE Mamba 42 55 0 08 Jan 2024
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 43 516 0 10 Oct 2023
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Vijayabharathi Ekambaram Arindam Jati Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AI4TS 97 151 0 14 Jun 2023
Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Wei Fan Pengyang Wang Dongkun Wang Dongjie Wang Yuanchun Zhou Yanjie Fu AI4TS 55 79 0 22 Feb 2023
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 127 779 0 05 Oct 2022
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts Nan Du Yanping Huang Andrew M. Dai Simon Tong Dmitry Lepikhin ... Kun Zhang Quoc V. Le Yonghui Wu Zhiwen Chen Claire Cui ALM MoE 201 812 0 13 Dec 2021
Learning under Concept Drift: A Review Jie Lu Anjin Liu Fan Dong Feng Gu João Gama Guangquan Zhang AI4TS 57 1,278 0 13 Apr 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 401 42,299 0 03 Dec 2019
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 104 1,997 0 21 Mar 2017