Publications

2024

1. arXiv

   Think2Drive: Brick by Brick to Build a Model-based RL Agent for Quasi-Realistic Autonomous Driving (in CARLA-v2)

   Qifeng Li , Xiaosong Jia , Shaobo Wang, and 1 more author

   arXiv preprint arXiv:2402.16720 (arXiv), 2024

   Bib PDF

   @article{dreamer,
     title = {Think2Drive: Brick by Brick to Build a Model-based RL Agent for Quasi-Realistic Autonomous Driving (in CARLA-v2)},
     author = {Li, Qifeng and Jia, Xiaosong and Wang, Shaobo and Yan, Junchi},
     year = {2024},
     journal = {arXiv preprint arXiv:2402.16720 (arXiv)},
   }

2023

1. arXiv

   Unified Batch Normalization: Identifying and Alleviating the Feature Condensation in Batch Normalization and a Unified Framework

   Shaobo Wang, Xiangdong Zhang , and Junchi Yan

   arXiv preprint arXiv:2311.15993 (arXiv), 2023

   Bib PDF

   @article{wang2023unified,
     title = {Unified Batch Normalization: Identifying and Alleviating the Feature Condensation in Batch Normalization and a Unified Framework},
     author = {Wang, Shaobo and Zhang, Xiangdong and Yan, Junchi},
     year = {2023},
     eprint = {2311.15993},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     journal = {arXiv preprint arXiv:2311.15993 (arXiv)},
   }

2. Extracting Consistent Attribution Values w.r.t. Different Partitions of Input Variables

   Shaobo Wang*, Huiqi Deng* , Hanying Zhang , and 1 more author

   2023

2022

1. arXiv

   Trap of Feature Diversity in the Learning of MLPs

   Dongrui Liu* , Shaobo Wang*, Jie Ren , and 4 more authors

   arXiv preprint arXiv:2112.00980 (arXiv), 2022

   Bib PDF

   @article{liu2022trap,
     title = {Trap of Feature Diversity in the Learning of MLPs},
     author = {Liu*, Dongrui and Wang*, Shaobo and Ren, Jie and Wang, Kangrui and Yin, Sheng and Deng, Huiqi and Zhang, Quanshi},
     year = {2022},
     eprint = {2112.00980},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     journal = {arXiv preprint arXiv:2112.00980 (arXiv)}
   }

2021

1. NeurIPS

   Visualizing the emergence of intermediate visual patterns in dnns

   Mingjie Li , Shaobo Wang, and Quanshi Zhang

   Advances in Neural Information Processing Systems, 2021

   Bib PDF

   @article{li2021visualizing,
     title = {Visualizing the emergence of intermediate visual patterns in dnns},
     author = {Li, Mingjie and Wang, Shaobo and Zhang, Quanshi},
     journal = {Advances in Neural Information Processing Systems},
     volume = {34},
     pages = {6594--6607},
     year = {2021},
   }