"time series generation" Papers
10 papers found
Conference
A Geometry-Aware Metric for Mode Collapse in Time Series Generative Models
Yassine ABBAHADDOU, Amine Aboussalah
NEURIPS 2025oral
Constrained Posterior Sampling: Time Series Generation with Hard Constraints
Sai Shankar Narasimhan, Shubhankar Agarwal, Litu Rout et al.
NEURIPS 2025arXiv:2410.12652
2
citations
Diffusion Transformers for Tabular Data Time Series Generation
Fabrizio Garuti, Enver Sangineto, Simone Luetto et al.
ICLR 2025arXiv:2504.07566
3
citations
MCGAN: Enhancing GAN Training with Regression-Based Generator Loss
Baoren Xiao, Hao Ni, Weixin Yang
AAAI 2025paperarXiv:2405.17191
3
citations
Population Aware Diffusion for Time Series Generation
Yang Li, Han Meng, Zhenyu Bi et al.
AAAI 2025paperarXiv:2501.00910
6
citations
Text2Data: Low-Resource Data Generation with Textual Control
Shiyu Wang, Yihao Feng, Tian Lan et al.
AAAI 2025paperarXiv:2402.10941
TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts
Yu-Hao Huang, Chang Xu, Yueying Wu et al.
AAAI 2025paperarXiv:2501.05403
15
citations
Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach
Tal Gonen, Itai Pemper, Ilan Naiman et al.
NEURIPS 2025oralarXiv:2505.20446
6
citations
Time Series Diffusion in the Frequency Domain
Jonathan Crabbé, Nicolas Huynh, Jan Stanczuk et al.
ICML 2024arXiv:2402.05933
33
citations
Time Weaver: A Conditional Time Series Generation Model
Sai Shankar Narasimhan, Shubhankar Agarwal, Oguzhan Akcin et al.
ICML 2024spotlightarXiv:2403.02682
37
citations