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Niuniu Qi

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2020 – today

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2024
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  - conf/dac/ZhaoQRZZY24
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Hanrui Zhao, Niuniu Qi, Mengxin Ren, Xia Zeng, Zhenbing Zeng, Zhengfeng Yang:
Neural Barrier Certificates Synthesis of NN-Controlled Continuous Systems via Counterexample-Guided Learning. DAC 2024: 70:1-70:6
2023
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Hanrui Zhao, Niuniu Qi, Lydia Dehbi, Xia Zeng, Zhengfeng Yang:
Formal Synthesis of Neural Barrier Certificates for Continuous Systems via Counterexample Guided Learning. ACM Trans. Embed. Comput. Syst. 22(5s): 146:1-146:21 (2023)
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Hanrui Zhao, Xia Zeng, Niuniu Qi, Zhengfeng Yang, Zhenbing Zeng:
Safe DNN-type Controller Synthesis for Nonlinear Systems via Meta Reinforcement Learning. DAC 2023: 1-6
2022
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  - journals/symmetry/DengQTD22
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Guoqiang Deng, Niuniu Qi, Min Tang, Xuefeng Duan:
Constructing Dixon Matrix for Sparse Polynomial Equations Based on Hybrid and Heuristics Scheme. Symmetry 14(6): 1174 (2022)

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