Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts

24 September 2024

Qingsong Wen

Papers citing "Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts"

21 / 21 papers shown

Title
SmartPilot: A Multiagent CoPilot for Adaptive and Intelligent Manufacturing Chathurangi Shyalika Renjith Prasad Alaa Al Ghazo Darssan Eswaramoorthi Harleen Kaur Sara Shree Muthuselvam A. Sheth 14 0 0 10 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 37 0 0 29 Apr 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 37 0 0 20 Apr 2025
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 21 0 0 05 Apr 2025
Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Fan-Keng Sun Yu-Cheng Wu Duane S. Boning AI4TS 37 0 0 30 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 76 0 0 18 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 40 0 0 14 Mar 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 69 1 0 10 Mar 2025
MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term Mobility Estimation in Critical Care Jiaqing Zhang Miguel Contreras Jessica Sena Andrea Davidson Yuanfang Ren ... T. Ozrazgat-Baslanti Tyler J. Loftus Subhash Nerella A. Bihorac Parisa Rashidi 44 0 0 10 Mar 2025
MANDARIN: Mixture-of-Experts Framework for Dynamic Delirium and Coma Prediction in ICU Patients: Development and Validation of an Acute Brain Dysfunction Prediction Model Miguel Contreras Jessica Sena Andrea Davidson Jiaqing Zhang T. Ozrazgat-Baslanti ... Jeremy A. Balch Tyler J. Loftus Subhash Nerella A. Bihorac Parisa Rashidi 40 0 0 08 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 41 0 0 06 Mar 2025
Large AI Model for Delay-Doppler Domain Channel Prediction in 6G OTFS-Based Vehicular Networks Jianzhe Xue Dongcheng Yuan Zhanxi Ma Tiankai Jiang Yu Sun Haibo Zhou Xuemin Shen 53 0 0 03 Mar 2025
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting Yifan Hu Yuante Li Peiyuan Liu Yuxia Zhu Naiqi Li Tao Dai Shu-Tao Xia Dawei Cheng Changjun Jiang AI4TS 65 0 0 26 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang X. Zhang J. Liu AI4TS 58 0 0 24 Feb 2025
Harnessing Vision Models for Time Series Analysis: A Survey Jingchao Ni Ziming Zhao ChengAo Shen Hanghang Tong Dongjin Song Wei Cheng Dongsheng Luo Haifeng Chen AI4TS 66 1 0 13 Feb 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
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 35 1 0 05 Nov 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li X. Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 30 8 0 21 Oct 2024
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 26 6 0 16 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 24 6 0 07 Oct 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 14 0 30 Jan 2024