Selected Publications

Preprints

• Yi Cai, Xuefei Ning, Huazhong Yang, Yu Wang, Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness , in http://arxiv.org/abs/2103.14795, 2021. pdf
• Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang, Towards Lower Bit Multiplication for Convolutional Neural Network Training , in arxiv.org, 2020. pdf slide
• 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

Conference Papers

• 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