Xuefei Ning (宁雪妃)


I'm currently a Ph.D. candidate in Tsinghua University, supervised by Prof. Huazhong Yang and Prof. Yu Wang. Currently, my research interests mainly lies in Neural Architecture Search (NAS). I'm also interested in AI security, and other edge NN system related topics (e.g., low-bit training, model pruning).

Contact

Address: Room 4-205, Rohm Building, E.E. Dept., Tsinghua University, Beiijng, China
Email: foxNOSPAMMINGdoraame☺gmail·com

Selected Publications


Preprints

  • Tong Wu, Xuefei Ning, Wenshuo Li, Ranran Huang, Huazhong Yang, Yu Wang, Physical Adversarial Attack on Vehicle Detector in the Carla Simulator , in https://arxiv.org/abs/2007.16118, 2020. pdf
  • Xuefei Ning, Changcheng Tang, Wenshuo Li, Songyi Yang, Tianchen Zhao, Niansong Zhang, Tianyi Lu, Shuang Liang, Huazhong Yang, Yu Wang, aw_nas: A Modularized and Extensible NAS framework , in https://arxiv.org/abs/2012.10388, 2020. pdf
  • Xuefei Ning, Wenshuo Li, Zixuan Zhou, Tianchen Zhao, Yin Zheng, Shuang Liang, Huazhong Yang, Yu Wang, A Surgery of the Neural Architecture Evaluators , in https://arxiv.org/abs/2008.03064, 2020. pdf
  • Tianchen Zhao, Xuefei Ning, Songyi Yang, Shuang Liang, Peng Lei, Jianfei Chen, Huazhong Yang, Yu Wang, BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures , in https://arxiv.org/abs/2011.10804, 2020. pdf slide

Journal Articles

  • Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang, FTT-NAS: Discovering Fault-Tolerant Neural Architecture , to appear in TODAES, 2021. pdf
  • Guyue Huang*, Jingbo Hu*, Yifan He*, Jialong Liu*, Mingyuan Ma*, Chaoyang Shen*, Juejian Wu*, Yuanfan Xu*, Hengrui Zhang*, Kai Zhong*, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, and Yu Wang, Machine Learning for Electronic Design Automation: A Survey , to appear in TODAES, 2021. pdf slide
  • Xuefei Ning, Yin Zheng, Zhuxi Jiang, Yu Wang, Huazhong Yang, Junzhou Huang, Peilin Zhao, Nonparametric Topic Modeling with Neural Inference , in Journal of Neurocomputing, vol.399, 2020, pp.296-306. pdf slide

Conference Papers

  • Shulin Zeng, Hanbo Sun, Yu Xing, Xuefei Ning, Yi Shan, Xiaoming Chen, Yu Wang, Huazhong Yang, Black Box Search Space Profiling for Accelerator-Aware Neural Architecture Search , to appear in The 25th Asia and South Pacific Design Automation Conference (ASP-DAC 2020), 2020.
  • Wenshuo Li, Xuefei Ning, Guangjun Ge, Xiaoming Chen, Yu Wang, Huazhong Yang, FTT-NAS: Discovering Fault-Tolerant Neural Architecture , in The 25th Asia and South Pacific Design Automation Conference (ASP-DAC 2020), 2020. pdf
  • Xuefei Ning, Yin Zheng, Tianchen Zhao, Yu Wang, Huazhong Yang, A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS , to appear in European Conference on Computer Vision, 2020. pdf slide
  • Xuefei Ning, Tianchen Zhao, Wenshuo Li, Peng Lei, Yu Wang, Huazhong Yang, DSA: More Efficient Budgeted Pruning via Differentiable Sparsity Allocation , in European Conference on Computer Vision, 2020. pdf slide
  • Lixue Xia, Mengyun Liu, Xuefei Ning, Krishnendu Chakrabarty, Yu Wang, Fault-Tolerant Training with On-Line Fault Detection for RRAM-Based Neural Computing Systems , in DAC, 2017. pdf

copyright 2021 © NICS Lab of Tsinghua University