Publications

Xuefei Ning, Yin Zheng, Zixuan Zhou, Tianchen Zhao, Huazhong Yang, Yu Wang (2022). [TPAMI'23] A Generic Graph-based Neural Architecture Encoding Scheme with Multifaceted Information. TPAMI.

Zixuan Zhou, Xuefei Ning, Yi Cai, Jiashu Han, Yiping Deng, Yuhan Dong, Huazhong Yang, Yu Wang (2022). [ECCV'22] CLOSE: Curriculum Learning On the Sharing Extent Towards Better One-shot NAS. In ECCV'20.

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Tianchen Zhao, Niansong Zhang, Xuefei Ning, He Wang, Li Yi, Yu Wang (2022). [CVPR'22] CodedVTR: Codebook-based Sparse Voxel Transformer with Geometric Guidance. In CVPR'22.

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Kai Zhong, Xuefei Ning, Guohao Dai, Zhenhua Zhu, Tianchen Zhao, Shulin Zeng, Yu Wang, Huazhong Yang (2022). [TCAD'22] Exploring the Potential of Low-bit Training of Convolutional Neural Networks. In TCAD'22.

Xuefei Ning, Changcheng Tang, Wenshuo Li, Zixuan Zhou, Shuang Liang, Huazhong Yang, Yu Wang (2021). [NeurIPS'21] Evaluating Efficient Performance Estimators of Neural Architectures. In NeurIPS'21.

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Xuefei Ning, Zixuan Zhou, Junbo Zhao, Tianchen Zhao, Yiping Deng, Changcheng Tang, Shuang Liang, Huazhong Yang, Yu Wang (2020). [NeurIPS'22] TA-GATES: An Encoding Scheme for Neural Network Architectures. In NeurIPS'22.

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Xuefei Ning, Yin Zheng, Tianchen Zhao, Yu Wang, Huazhong Yang (2020). [ECCV'20] A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS]. In ECCV'20.

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Junbo Zhao, Xuefei Ning, Enshu Liu, Binxin Ru, Zixuan Zhou, Tianchen Zhao, Chen Chen, Jiajin Zhang, Qingmin Liao, Yu Wang (0001). [AAAI'23] Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS Cold-Start. In AAAI'23.

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Yi Cai, Xuefei Ning, Huazhong Yang, Yu Wang (0001). [AAAI'23] Ensemble-in-One: Ensemble Learning within Random Gated Networks for Enhanced Adversarial Robustness. In AAAI'23.

Xiangsheng Shi, Xuefei Ning, Lidong Guo, Tianchen Zhao, Enshu Liu, Yi Cai, Yuhan Dong, Huazhong Yang, Yu Wang (0001). [AAAI'23] Memory-Oriented Structural Pruning for Efficient Image Restoration. In AAAI'23.