DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising
Diffusion Models

DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models

31 January 2023

Haomin Wen

Roger Zimmermann

Papers citing "DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models"

15 / 15 papers shown

Title
Denoising Diffusion Probabilistic Models for Coastal Inundation Forecasting Kazi Ashik Islam Zakaria Mehrab Mahantesh Halappanavar H. Mortveit Sridhar Katragadda Jon Derek Loftis Madhav V. Marathe DiffM AI4CE 42 0 0 08 May 2025
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models Yunfeng Ge Jiawei Li Yiji Zhao Haomin Wen Zhao Li M. Qiu Yiming Li Ming Jin Shirui Pan DiffM 165 0 0 05 May 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Keli Zhang AI4TS 79 1 0 16 Feb 2025
Towards Kriging-informed Conditional Diffusion for Regional Sea-Level Data Downscaling Subhankar Ghosh Arun Sharma Jayant Gupta Aneesh Subramanian Shashi Shekhar DiffM 70 5 0 28 Jan 2025
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks Qishen Zhou Yifan Zhang Michail A. Makridis Anastasios Kouvelas Yibing Wang Simon Hu AI4TS 80 1 0 21 Jan 2025
Diffusion-based Method for Satellite Pattern-of-Life Identification Yongchao Ye Xinting Zhu Xuejin Shen Xiaoyu Chen Lishuai Li S. Joe Qin 83 0 0 14 Dec 2024
Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting S. H. Lim Yijin Wang Annan Yu Emma Hart Michael W. Mahoney Xiaoye S. Li N. Benjamin Erichson AI4TS 47 1 0 04 Oct 2024
Data-Driven Stochastic Closure Modeling via Conditional Diffusion Model and Neural Operator Xinghao Dong Chuanqi Chen Jin-Long Wu DiffM AI4CE 41 5 0 06 Aug 2024
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation Yakun Chen Kaize Shi Zhangkai Wu Juan Chen Xianzhi Wang Julian McAuley Guandong Xu Shui Yu DiffM 56 3 0 18 Feb 2024
DiffsFormer: A Diffusion Transformer on Stock Factor Augmentation Yuan Gao Haokun Chen Xiang Wang Zhicai Wang Xue Wang Jinyang Gao Bolin Ding 45 6 0 05 Feb 2024
A Survey of Generative AI for Intelligent Transportation Systems Huan Yan Yong Li 28 8 0 13 Dec 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 40 118 0 16 Oct 2023
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 95 266 1 07 Dec 2021
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 169 3,900 0 14 Dec 2020
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 246 1,900 0 06 Jun 2016