Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models

14 March 2025

Papers citing "Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models"

9 / 9 papers shown

Title
TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Ege Onur Taga M. E. Ildiz Samet Oymak AI4TS 150 3 0 22 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 441 699 0 20 Feb 2025
Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction Ailin Huang Boyong Wu Bruce Wang Chao Yan Chen Hu ... Tianyu Wang Wenjin Deng Wuxun Xie Weipeng Ming Wenqing He AuLLM 128 17 0 17 Feb 2025
Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative Zihao Li Xiao Lin Zhining Liu Jiaru Zou Ziwei Wu ... Dongqi Fu Yada Zhu Hendrik Hamann Hanghang Tong Jingrui He AI4TS 105 9 0 13 Feb 2025
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback Yongzhi Qi Hao Hu Dazhou Lei Jianshen Zhang Zhengxin Shi Yulin Huang Zhengyu Chen Xiaoming Lin Zuo-jun Shen AI4TS AI4CE 117 3 0 28 Jan 2025
Time Series Language Model for Descriptive Caption Generation M. Trabelsi Aidan Boyd Jin Cao H. Uzunalioglu AI4TS 42 3 0 03 Jan 2025
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation Minhua Lin Zhe Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 127 11 0 22 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Xiaoming Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 185 56 0 24 Sep 2024
OmniBench: Towards The Future of Universal Omni-Language Models Yizhi Li Ge Zhang Yinghao Ma Ruibin Yuan Kang Zhu ... Zhaoxiang Zhang Zachary Liu Emmanouil Benetos Wenhao Huang Chenghua Lin LRM 188 19 0 23 Sep 2024