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Publications (17)

  • Safe Guaranteed Exploration for Nonlinear Systems
    Manish Prajapat, Johannes Köhler, Matteo Turchetta
    +2 more
    • Andreas Krause
    • Melanie N. Zeilinger
    IEEE Transactions on Automatic Control 2025 DOI: 10.1109/TAC.2025.3541577
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  • GoSafeOpt: Scalable safe exploration for global optimization of dynamical systems
    Artificial Intelligence 2023
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  • Learning long-term crop management strategies with CyclesGym
    Advances in Neural Information Processing Systems 2022
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  • Near-Optimal Multi-Agent Learning for Safe Coverage Control
    Advances in Neural Information Processing Systems 2022
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  • Gosafe: Globally optimal safe robot learning
    2021 IEEE International Conference on Robotics and Automation (ICRA) 2021
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  • Information directed reward learning for reinforcement learning
    Advances in Neural Information Processing Systems 2021
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  • Safe and efficient model-free adaptive control via bayesian optimization
    2021 IEEE International Conference on Robotics and Automation (ICRA) 2021
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  • Safety and Robustness in Reinforcement Learning
    2021
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  • Robust model-free reinforcement learning with multi-objective Bayesian optimization
    2020 IEEE International Conference on Robotics and Automation (ICRA) 2020
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  • Safe reinforcement learning via curriculum induction
    Advances in Neural Information Processing Systems 2020
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  • Mixed-variable Bayesian Optimization
    Proceedings of the Twenty-Ninth International Conference on International Joint Conferences on Artificial Intelligence 2019
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  • Safe exploration for interactive machine learning
    Advances in Neural Information Processing Systems 2019
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  • Reinforced Imitation: Sample Efficient Deep Reinforcement Learning for Mapless Navigation by Leveraging Prior Demonstrations
    IEEE Robotics and Automation Letters 2018 DOI: 10.1109/LRA.2018.2869644
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  • Calibration of agent based transport simulations with multi-fidelity Bayesian optimization
    18th Swiss Transport Research Conference (STRC 2018) 2018
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  • Learning-based model predictive control for safe exploration
    2018 IEEE conference on decision and control (CDC) 2018
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  • Safe model-based reinforcement learning with stability guarantees
    Advances in neural information processing systems 2017
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  • Safe exploration in finite markov decision processes with gaussian processes
    Advances in Neural Information Processing Systems 2016
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