Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Paper
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2409.16040
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Published
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13
GenAI-based Time Series
Leveraging generative models like transformers and GANs for advanced time series prediction and analysis.
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Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts
Paper • 2410.10469 • Published -
Unified Training of Universal Time Series Forecasting Transformers
Paper • 2402.02592 • Published • 8 -
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Paper • 2408.11878 • Published • 53 -
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
Paper • 2310.08278 • Published • 3 -
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
Paper • 2401.03955 • Published • 6 -
TimeGPT-1
Paper • 2310.03589 • Published • 5 -
ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation
Paper • 2409.14013 • Published -
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement
Paper • 2301.03028 • Published