Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture
of Experts

Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts

14 October 2024

Xu Liu

Juncheng Liu

Taha Aksu

Roger Zimmermann

Chenghao Liu

Silvio Savarese

Papers citing "Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts"

9 / 9 papers shown

Title
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 24 0 0 11 May 2025
FT-MoE: Sustainable-learning Mixture of Experts Model for Fault-Tolerant Computing with Multiple Tasks Wenjing Xiao Wenhao Song Miaojiang Chen Ruikun Luo Min Chen MoE 87 0 0 29 Apr 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 48 0 0 31 Mar 2025
NdLinear Is All You Need for Representation Learning Alex Reneau Jerry Yao-Chieh Hu Zhongfang Zhuang Ting-Chun Liu HAI 39 0 0 21 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong S. Doyen Sahoo Junnan Li Chenghao Liu AI4TS 45 0 0 14 Mar 2025
Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting Xiaobin Hong J. Zhang Wenzhong Li Sanglu Lu J. Li AI4TS 60 0 0 03 Mar 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 46 0 0 09 Feb 2025
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 34 26 0 24 Sep 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Yuxuan Liang AI4TS AI4CE 32 6 0 23 May 2024