AirFormer: Predicting Nationwide Air Quality in China with Transformers

29 November 2022

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Papers citing "AirFormer: Predicting Nationwide Air Quality in China with Transformers"

33 / 33 papers shown

Title
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review Yuchen Fang Hao Miao Yuxuan Liang Liwei Deng Yue Cui ... Yan Zhao T. Pedersen Christian S. Jensen Xiaofang Zhou Kai Zheng AI4TS AI4CE 58 0 0 02 Jun 2025
Spatiotemporal Causal Decoupling Model for Air Quality Forecasting Jiaming Ma Guanjun Wang Sheng Huang Kuo Yang Binwu Wang Pengkun Wang Yang Wang 20 0 0 26 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao Lingling Zhang Tianbo Zou Yan Zhang AI4TS 149 0 0 01 May 2025
Air Quality Prediction with A Meteorology-Guided Modality-Decoupled Spatio-Temporal Network Hang Yin Yan Zhang Jian Xu Jian-Long Chang Yongbin Li Cheng-Lin Liu 64 0 0 14 Apr 2025
DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting Xiaobei Zou Luolin Xiong Kexuan Zhang Cesare Alippi Yang Tang AI4TS 92 0 0 02 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 213 0 0 02 Apr 2025
Instructor-Worker Large Language Model System for Policy Recommendation: a Case Study on Air Quality Analysis of the January 2025 Los Angeles Wildfires K. Gao Dening Lu Liangzhi Li Nan Chen Hongjie He Linlin Xu Jonathan Li 91 1 0 01 Mar 2025
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 77 2 0 16 Oct 2024
TCNFormer: Temporal Convolutional Network Former for Short-Term Wind Speed Forecasting Abid Hasan Zim Aquib Iqbal Asad Malik Zhicheng Dong Hanzhou Wu AI4TS 51 2 0 27 Aug 2024
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting Yisong Fu Fei Wang Zezhi Shao Chengqing Yu Yujie Li Zhao Chen Zhulin An Yongjun Xu AI4TS 87 0 0 19 Aug 2024
Navigating the Smog: A Cooperative Multi-Agent RL for Accurate Air Pollution Mapping through Data Assimilation Ichrak Mokhtari Walid Bechkit Mohamed Sami Assenine Hervé Rivano AI4CE 42 1 0 17 Jul 2024
Predicting Parking Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach Huaiwu Zhang Yutong Xia Siru Zhong Kun Wang Zekun Tong Qingsong Wen Roger Zimmermann Yuxuan Liang 43 0 0 29 May 2024
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning Chun-Kai Huang Yi-Hsien Hsieh Ta-Jung Chien Li-Cheng Chien Shao-Hua Sun T. Su J. Kao Che Lin AI4TS 82 0 0 26 May 2024
Low-rank Adaptation for Spatio-Temporal Forecasting Weilin Ruan Wei Chen Xilin Dang Jianxiang Zhou Weichuang Li Xu Liu Yuxuan Liang AI4TS 47 2 0 11 Apr 2024
STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model Lincan Li Hanchen Wang Wenjie Zhang A. Coster Mamba 103 15 0 19 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution Zhen-Qiang Zhou Qihe Huang Binwu Wang Jianpeng Hou Kuo Yang Yuxuan Liang Yang Wang AI4TS 65 3 0 04 Mar 2024
Spatio-Temporal Field Neural Networks for Air Quality Inference Yutong Feng Qiongyan Wang Yutong Xia Junlin Huang Siru Zhong Yuxuan Liang 104 1 0 02 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 104 42 0 29 Feb 2024
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction Kethmi Hirushini Hettige Jiahao Ji Shili Xiang Cheng Long Gao Cong Jingyuan Wang AI4CE 56 15 0 06 Feb 2024
TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting Ling Chen Jiahua Cui AI4TS 24 2 0 11 Dec 2023
TransGlow: Attention-augmented Transduction model based on Graph Neural Networks for Water Flow Forecasting Naghmeh Shafiee Roudbari Charalambos (Charis) Poullis Zachary Patterson Ursula Eicker AI4TS 23 1 0 10 Dec 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 163 123 0 16 Oct 2023
Machine Learning for Urban Air Quality Analytics: A Survey Jindong Han Weijiao Zhang Hao Liu Hui Xiong AI4CE 101 12 0 14 Oct 2023
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment Yutong Xia Yuxuan Liang Haomin Wen Xu Liu Kun Wang Zhengyang Zhou Roger Zimmermann AI4TS 115 49 0 23 Sep 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 138 20 0 18 Sep 2023
Opportunistic Air Quality Monitoring and Forecasting with Expandable Graph Neural Networks Jingwei Zuo Wenzhong Li Michele Baldo Hakim Hacid AI4TS 50 0 0 29 Jul 2023
GBT: Two-stage transformer framework for non-stationary time series forecasting Li Shen Yuning Wei Yangzhu Wang AI4TS 88 24 0 17 Jul 2023
Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset Jingwei Zuo Wenbin Li Michele Baldo Hakim Hacid AI4TS 38 3 0 24 Jun 2023
Graph Neural Processes for Spatio-Temporal Extrapolation Junfeng Hu Yuxuan Liang Zhencheng Fan Hongyang Chen Yu Zheng Roger Zimmermann BDL 73 12 0 30 May 2023
CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting Xue Wang Tian Zhou Qingsong Wen Jinyang Gao Bolin Ding Rong Jin AI4TS 83 44 0 20 May 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 135 206 0 25 Mar 2023
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models Haomin Wen Youfang Lin Yutong Xia Huaiyu Wan Qingsong Wen Roger Zimmermann Yuxuan Liang DiffM 133 92 0 31 Jan 2023
Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting Ling-Hao Chen Jiahui Xu Binqing Wu Yuntao Qian Zhenhong Du Yansheng Li Jianlong Huang AI4TS 95 42 0 27 Aug 2021