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2020 – today
- 2026
[j5]Hanrui Zhao
, Mengxin Ren, Banglong Liu, Niuniu Qi, Xia Zeng, Zhenbing Zeng, Zhengfeng Yang:
Safe Reinforcement Learning for NN-Controlled Systems With Neural Barrier Certificate Guidance. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 45(5): 2460-2473 (2026)- [c4]Niuniu Qi, Hanrui Zhao, Zhengfeng Yang, Xia Zeng, Mengxin Ren, Chao Peng, Zhiming Liu:
Incremental Synthesis of Safe Controller Guided by Learning-Enabled Barrier Certificates with Efficient LP Verification. FM (1) 2026: 419-439 - [i1]Ruobing Zuo, Hanrui Zhao, Gaolei He, Zhengfeng Yang, Jianlin Wang:
From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates. CoRR abs/2605.15445 (2026) - 2025
- [c3]Hanrui Zhao, Niuniu Qi, Mengxin Ren, Banglong Liu, Shuming Shi, Zhengfeng Yang:
Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework. CVPR 2025: 10275-10284 - 2024
- [j4]Hanrui Zhao, Banglong Liu, Lydia Dehbi, Huijiao Xie, Zhengfeng Yang, Haifeng Qian:
Polynomial Neural Barrier Certificate Synthesis of Hybrid Systems via Counterexample Guidance. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(11): 3756-3767 (2024) - [c2]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
- [j3]Zhengfeng Yang, Hanrui Zhao, Lihong Zhi:
VerifyRealRoots: A Matlab Package for Computing Verified Real Solutions of Polynomials Systems of Equations and Inequalities. J. Syst. Sci. Complex. 36(2): 866-883 (2023) - [j2]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) - [c1]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 - 2020
- [j1]Junwei Du, Hanrui Zhao, Yangyang Yu, Qiang Hu:
A Method to Extract Causality for Safety Events in Chemical Accidents from Fault Trees and Accident Reports. Comput. Intell. Neurosci. 2020: 7132072:1-7132072:12 (2020)
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