Pengyang Wang

1. Frequency-domain MLPs are More Effective Learners in Time Series Forecasting
   2023/11/10 by Kun Yi, Yi, Kun, Qi Zhang +17 · 27 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
2. FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective
   2023/11/10 by Kun Yi, Qi Zhang, Yi, Kun +15 · 22 citations
   Computer Science · Environmental Science · #Time Series Analysis and Forecasting #Advanced Graph Neural Networks #Air Quality Monitoring and Forecasting
3. Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting
   2023/02/22 by Wei Fan, Fan, Wei, Pengyang Wang +9 · 9 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
4. A Comprehensive Survey on Data Augmentation
   2024/05/15 by Z. Wang, Pengfei Wang, Wang, Zaitian +15 · 8 citations
   Computer Science · Decision Sciences · Health Professions · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #Big Data Technologies and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation
   2023/12/25 by Zhaofan Zhang, Zhang, Zhaofan, Yanan Xiao +9 · 2 citations
   Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Migration, Aging, and Tourism Studies #Urban Transport and Accessibility
6. REPLAY: Modeling Time-Varying Temporal Regularities of Human Mobility for Location Prediction over Sparse Trajectories
   2024/02/26 by Bangchao Deng, Deng, Bangchao, Bingqing Qu +7 · 2 citations
   Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Geographic Information Systems Studies #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Urban Transport and Accessibility
7. Defending Water Treatment Networks: Exploiting Spatio-temporal Effects for Cyber Attack Detection
   2020/08/26 by Dongjie Wang, Wang, Dongjie, Pengyang Wang +9 · 1 citation
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Signal Processing (eess.SP) #Smart Grid Security and Resilience #electronic engineering #information engineering
8. Towards Data-Centric AI: A Comprehensive Survey of Traditional, Reinforcement, and Generative Approaches for Tabular Data Transformation
   2025/01/17 by Dongjie Wang, Yanyong Huang, Wang, Dongjie +25 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Mut4All: Fuzzing Compilers via LLM-Synthesized Mutators Learned from Bug Reports
   2025/07/25 by Bo Wang, Wang, Bo, Pengyang Wang +19 · 1 citation
   Computer Science · #Software Testing and Debugging Techniques #Software Engineering Research #Logic, programming, and type systems
10. GCAL: Adapting Graph Models to Evolving Domain Shifts
    2025/05/22 by Ziyue Qiao, Qiao, Ziyue, Qianyi Cai +13 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
11. scSiameseClu: A Siamese Clustering Framework for Interpreting single-cell RNA Sequencing Data
    2025/05/19 by Ping Xu, Xu, Ping, Zhiyuan Ning +13 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Bioinformatics and Genomic Networks #Domain Adaptation and Few-Shot Learning #FOS: Biological sciences #FOS: Computer and information sciences #Genomics (q-bio.GN) #Machine Learning (cs.LG) #Single-cell and spatial transcriptomics