📚 Publications

📝 First Author

• Epi-DNNs: Epidemiological priors informed deep neural networks for modeling COVID-19 dynamics [Paper] • [Code]
  COMPUTERS IN BIOLOGY AND MEDICINE, 2023, 158: 106693
  Xiao Ning†, Linlin Jia, Yongyue Wei, Xi-An Li, Feng Chen
• Physics-Informed Neural Networks Integrating Compartmental Model for Analyzing COVID-19 Transmission Dynamics [Paper] • [Code]
  VIRUSESBASEL, 2023, 15(8): 1749
  Xiao Ning†, Jinxing Guan, Xi-An Li, Yongyue Wei, Feng Chen*
• Euler iteration augmented physics-informed neural networks for time-varying parameter estimation of the epidemic compartmental model [Paper] • [Code]
  FRONTIERS IN PHYSICS, 2022, 10: 1062554
  Xiao Ning†, Xi-An Li, Yongyue Wei, Feng Chen*
• Knowledge Base Construction from Pre-trained Language Models by Prompt Learning [Paper] • [Code]
  Semantic Web Challenge on Knowledge Base Construction, 2022: 46–54.
  Xiao Ning†, Remzi Celebi*
• Semantic Answer Type Prediction by Using BERT Classifier and Rule-based Ranking Strategies [Paper] • [Code]
  Proceedings of SMART2021 at ISWC 2021, CEUR Workshop Proceedings, 2022.
  Xiao Ning†, Ammar Ammar, Arif Yilmaz, Shervin Mehryar, Remzi Celebi
• Segmentation algorithm of annual ring image based on U-Net convolution network
  Journal of Ecology, 2019, 38(05): 1580–1588. (In Chinese)
  Xiao Ning†, Peng Zhao*
• Image segmentation of tree ring based on the random forest algorithm
  Journal of Forestry Engineering, 2018, 3(04): 125–130. (In Chinese)
  Xiao Ning†, Peng Zhao*

🤝 Co-Author

• Bridging Distinct Spaces in Graph-based Machine Learning [Paper] • [Code]
  Asian Conference on Pattern Recognition (ACPR), 2023.
  Linlin Ji, Xiao Ning, Benoit Paul Honeine, Kaspar Riesen
• Global COVID-19 pandemic waves: Limited lessons learned worldwide over the past year [Paper] • [Code]
  Engineering, 2022, 13: 91–98.
  Yongyue Wei†, Jinxing Guan†, Xiao Ning, Yuelin Li, Liangmin Wei, Sipeng Shen, Ruyang Zhang,Yang Zhao, Hongbing Shen, Feng Chen
• Retrospective modeling of the Omicron epidemic in Shanghai, China: exploring the timing and performance of control measures [Paper] • [Code]
  Tropical Medicine and Infectious Disease, 2023, 8(1): 39.
  Lishu Lou†, Longyao Zhang†, Jinxing Guan, Xiao Ning, Mengli Nie, Yongyue Wei, Feng Chen*
• Simultaneous Wood Defect and Species Detection with 3D Laser Scanning Scheme
  International Journal of Optics, 2016: 1–6.
  Peng Zhao, Yue Li, Xiao Ning