Publications

2025

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    Safe Control for Nonlinear Systems Under Faults and Attacks Via Control Barrier Functions
    Hongchao Zhang, Zhouchi Li, and Andrew Clark
    IEEE Transactions on Automatic Control, 2025
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    Stochastic Neural Control Barrier Functions
    Hongchao Zhang, Manan Tayal, Jackson Cox, and 3 more authors
    2025

2024

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    SEEV: Synthesis with Efficient Exact Verification for ReLU Neural Barrier Functions
    Hongchao Zhang, Zhizhen Qin, Sicun Gao, and 1 more author
    In Advances in Neural Information Processing Systems, 2024
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    Who is Responsible? Explaining Safety Violations in Multi-Agent Cyber-Physical Systems
    Luyao Niu, Hongchao Zhang, Dinuka Sahabandu, and 3 more authors
    2024
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    Learning a Formally Verified Control Barrier Function in Stochastic Environment
    Manan Tayal, Hongchao Zhang, Pushpak Jagtap, and 2 more authors
    In 2024 IEEE 63rd Conference on Decision and Control (CDC), 2024
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    Verification and Synthesis of Compatible Control Lyapunov and Control Barrier Functions
    Hongkai Dai, Chuanrui Jiang, Hongchao Zhang, and 1 more author
    In 2024 IEEE 63rd Conference on Decision and Control (CDC), 2024
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    Fault Tolerant Neural Control Barrier Functions for Robotic Systems under Sensor Faults and Attacks
    Hongchao Zhang, Luyao Niu, Andrew Clark, and 1 more author
    In 2024 IEEE International Conference on Robotics and Automation (ICRA), 2024

2023

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    Cooperative Perception for Safe Control of Autonomous Vehicles under LiDAR Spoofing Attacks
    Hongchao Zhang, Zhouchi Li, Shiyu Cheng, and 1 more author
    In Symposium on Vehicle Security and Privacy (VehicleSec), 2023
    **General Motors Autodriving Security Award**
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    Efficient Sum of Squares-Based Verification and Construction of Control Barrier Functions by Sampling on Algebraic Varieties
    Hongchao Zhang, Zhouchi Li, Hongkai Dai, and 1 more author
    In 2023 62nd IEEE Conference on Decision and Control (CDC), 2023
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    Exact Verification of ReLU Neural Control Barrier Functions
    Hongchao Zhang, Junlin Wu, Yevgeniy Vorobeychik, and 1 more author
    In Advances in Neural Information Processing Systems, 2023

2022

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    Barrier Certificate based Safe Control for LiDAR-based Systems under Sensor Faults and Attacks
    Hongchao Zhang, Shiyu Cheng, Luyao Niu, and 1 more author
    In 2022 IEEE 61st Conference on Decision and Control (CDC), 2022

2021

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    Safety-Critical Control Synthesis for Unknown Sampled-Data Systems via Control Barrier Functions
    Luyao Niu, Hongchao Zhang, and Andrew Clark
    In 2021 60th IEEE Conference on Decision and Control (CDC), 2021
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    Model-based Reinforcement Learning with Provable Safety Guarantees via Control Barrier Functions
    Hongchao Zhang, Zhouchi Li, and Andrew Clark
    In 2021 IEEE International Conference on Robotics and Automation (ICRA), 2021

2020

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    Control Barrier Functions for Safe CPS Under Sensor Faults and Attacks
    Andrew Clark, Zhouchi Li, and Hongchao Zhang
    In 2020 59th IEEE Conference on Decision and Control (CDC), 2020