MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided
Learning Process

MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process

9 March 2024

Jiang Bian

Papers citing "MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process"

12 / 12 papers shown

Title
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 57 0 0 28 Apr 2025
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation Bowen Deng Chang Xu H. Li Yuhao Huang Min Hou Jiang Bian MedIm 38 0 0 24 Apr 2025
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Z. Liu Q. Liu Enhong Chen AI4TS DiffM 45 1 0 24 Feb 2025
TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts Yu Huang Chang Xu Yueying Wu Wu-Jun Li Jiang Bian DiffM 32 3 0 10 Jan 2025
Series-to-Series Diffusion Bridge Model Hao Yang Zhanbo Feng Feng Zhou Robert C. Qiu Zenan Ling AI4TS DiffM 25 0 0 07 Nov 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 24 4 0 24 Oct 2024
ANT: Adaptive Noise Schedule for Time Series Diffusion Models Seunghan Lee Kibok Lee Taeyoung Park AI4TS DiffM 27 3 0 18 Oct 2024
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 28 0 0 03 Oct 2024
Adaptive Two-Stage Cloud Resource Scaling via Hierarchical Multi-Indicator Forecasting and Bayesian Decision-Making Die Chen Zhiwen Li Mingyuan Fan Cen Chen Wenmeng Zhou Lintao Ma Guihai Chen 14 0 0 02 Aug 2024
Stochastic Diffusion: A Diffusion Probabilistic Model for Stochastic Time Series Forecasting Yuansan Liu S. Wijewickrema Dongting Hu C. Bester Stephen O'Leary James Bailey DiffM MedIm 19 0 0 05 Jun 2024
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Lifan Zhao Yanyan Shen AI4TS AIFin 23 12 0 31 Jan 2024
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 167 3,855 0 14 Dec 2020