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Zhenhao Huang

PhD Student
Electrical and Computer Engineering @ National University of Singapore

I am a second-year PhD student at NUS HcRL, supervised by Prof. Fan Shi. My research focuses on bridging the sim-to-real gap through learnable simulation and closed-loop self-evaluation.

Photo of Zhenhao Huang
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Learnable Simulation
Building neural differentiable simulators that can learn accurate real-world dynamics and provide informative gradients for controllers.
Self-Evaluation
Designing methods to evaluate the simulation and correct undesirable behaviors autonomously.
Imitation Learning
Applying imitation learning techniques to enable autonomous systems to learn from expert demonstrations.
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2026-02
One paper is accepted in ICRA 2026!
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Z Zeng, G Yang, Z Huang, Y Li, J Pho, S Luo, F Shi
arXiv 2026
Z Huang, S Luo, B Zhou, Z Zeng, J Pho, F Shi
ICRA 2026
Z Huang, J Wang, X Fan, R Yue, C Xiang, S Gao
IEEE T-ITS 25(11) 18196-18210 2024 Cited: 6
S Gao, R bin Zulkifli Lee, Z Huang, C Xiang, M Yu, KT Tan, TH Lee
IEEE TII 20(3) 4527-4539 2023 Cited: 18
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