v1v2 (latest)

Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks

AAAI Conference on Artificial Intelligence (AAAI), 2020

30 December 2020

Hengshu Zhu

Papers citing "Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks"

33 / 33 papers shown

Title
DAMBench: A Multi-Modal Benchmark for Deep Learning-based Atmospheric Data Assimilation Hao Wang Zixuan Weng Jindong Han Wei Fan Hao Liu AI4TS 60 0 0 03 Nov 2025
XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting Ziqi Wang Hailiang Zhao Cheng Bao Wenzhuo Qian Yuhao Yang Xueqiang Sun Shuiguang Deng 116 0 0 01 Aug 2025
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and Forecasting Yingtao Luo Shikai Fang Binqing Wu Qingsong Wen Liang Sun BDL AI4CE 353 3 0 20 May 2025
Air Quality Prediction with A Meteorology-Guided Modality-Decoupled Spatio-Temporal NetworkIEEE Transactions on Artificial Intelligence (IEEE TAI), 2025 Hang Yin Yan Zhang Jian Xu Jian-Long Chang Yongbin Li Cheng-Lin Liu 180 0 0 14 Apr 2025
Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture Malay Pandey Vaishali Jain Nimit Godhani Sachchida Nand Tripathi Piyush Rai DiffM AI4TS AI4CE 174 1 0 18 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao Jiaheng Liu Ziáng Wang MoE 1.1K 0 0 30 Nov 2024
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction Ziyu Sun Haoyang Su E. Wang Funing Yang Yongjian Yang Wenbin Liu AI4TS DiffM 132 0 0 05 Oct 2024
HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting Shuowei Cai Hao Liu AI4TS 124 1 0 27 Sep 2024
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationInternational Conference on Information and Knowledge Management (CIKM), 2024 Jianping Zhou Junhao Li Guanjie Zheng Xinbing Wang Chenghu Zhou 224 19 0 11 Aug 2024
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift Hui He Tao Gui Kun Yi Xiaojun Xue Shoujin Wang Liang Hu Longbin Cao OOD AI4TS 195 0 0 18 Jul 2024
Modeling Weather Uncertainty for Multi-weather Co-Presence Estimation Qi Bi Shaodi You Theo Gevers 202 1 0 29 Mar 2024
MCformer: Multivariate Time Series Forecasting with Mixed-Channels TransformerIEEE Internet of Things Journal (IEEE IoT J.), 2024 Wenyong Han Tao Zhu L. Chen Huansheng Ning Yang Luo Yaping Wan AI4TS 135 18 0 14 Mar 2024
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality PredictionInternational Conference on Learning Representations (ICLR), 2024 Kethmi Hirushini Hettige Jiahao Ji Shili Xiang Cheng Long Gao Cong Jingyuan Wang AI4CE 216 36 0 06 Feb 2024
A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Wenshuo Chao Zhaopeng Qiu Likang Wu Zhuoning Guo Zhi Zheng Hengshu Zhu Hao Liu 321 6 0 31 Jan 2024
IN-Flow: Instance Normalization Flow for Non-stationary Time Series Forecasting Wei Fan Shun Zheng Pengyang Wang Rui Xie Kun Yi Yanjie Fu Jiang Bian Yanjie Fu AI4TS OOD 117 2 0 30 Jan 2024
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 276 35 0 05 Dec 2023
Machine Learning for Urban Air Quality Analytics: A Survey Jindong Han Weijiao Zhang Hao Liu Hui Xiong AI4CE 212 17 0 14 Oct 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute PredictionInternational Conference on Information and Knowledge Management (CIKM), 2023 Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 270 32 0 18 Sep 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 286 298 0 07 Jul 2023
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting Xin Man Chenghong Zhang Jin Feng Changyu Li Jie Shao AI4Cl 263 30 0 18 Apr 2023
AutoSTL: Automated Spatio-Temporal Multi-Task LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 134 28 0 16 Apr 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A SurveyIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 271 338 0 25 Mar 2023
Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series ForecastingAAAI Conference on Artificial Intelligence (AAAI), 2023 Wei Fan Pengyang Wang Dongkun Wang Dongjie Wang Yuanchun Zhou Yanjie Fu AI4TS 244 124 0 22 Feb 2023
Towards Long-Term Time-Series Forecasting: Feature, Pattern, and DistributionIEEE International Conference on Data Engineering (ICDE), 2023 Yan Li Xin Lu Haoyi Xiong Jian Tang Jian Su Bo Jin Dejing Dou AI4TS 147 39 0 05 Jan 2023
Graph Convolutional Networks for Traffic Forecasting with Missing ValuesData mining and knowledge discovery (DMKD), 2022 Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 133 52 0 13 Dec 2022
GreenEyes: An Air Quality Evaluating Model based on WaveNet Kan Huang Kai Zhang Ming-de Liu 63 2 0 08 Dec 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting ModelsNeural Information Processing Systems (NeurIPS), 2022 Fan Liu Haowen Liu Wenzhao Jiang OOD 229 41 0 05 Oct 2022
A Cross-City Federated Transfer Learning Framework: A Case Study on Urban Region Profiling Gaode Chen Yijun Su Xinghua Zhang Anmin Hu Guochun Chen Siyuan Feng Jinlin Xiang Junbo Zhang Yu Zheng 334 7 0 31 May 2022
DEPTS: Deep Expansion Learning for Periodic Time Series ForecastingInternational Conference on Learning Representations (ICLR), 2022 Wei Fan Shun Zheng Xiaohan Yi Wei Cao Yanjie Fu Jiang Bian Tie-Yan Liu AI4TS 111 59 0 15 Mar 2022
Leaving No One Behind: A Multi-Scenario Multi-Task Meta Learning Approach for Advertiser ModelingWeb Search and Data Mining (WSDM), 2022 Qianqian Zhang Xinru Liao Quanlian Liu Jian Xu Bo Zheng 161 72 0 18 Jan 2022
Decoupling Long- and Short-Term Patterns in Spatiotemporal Inference Junfeng Hu Yuxuan Liang Zhencheng Fan Ying Zhang Yifang Yin Roger Zimmermann AI4TS 255 17 0 16 Sep 2021
MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal Weijia Zhang Hao Liu Lijun Zha Hengshu Zhu Ji Liu Dejing Dou Hui Xiong 159 33 0 12 Jul 2021
Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement LearningThe Web Conference (WWW), 2021 Weijiao Zhang Hao Liu Fan Wang Tong Xu Haoran Xin Dejing Dou Hui Xiong 96 95 0 15 Feb 2021