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V. Kain, N. Bruchon, S. Hirlaender, D. Küchler, and B. Rodriguez Mateos, “Continuous data-driven control of the GTS-LHC ion source at CERN”, in Proc. 26th International Workshop on ECR Ion Sources (ECRIS'24), Darmstadt, Germany, Sep. 2024, pp. 56-59. |
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S. Hirlaender et al., “Reinforcement Learning Beyond Greedy Optimisation for Delayed-Consequence Accelerator Control”, presented at the 17th Int. Particle Accelerator Conf. (IPAC'26), Deauville, France, May 2026, paper WEP6097, this conference. |
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S. Hirlaender, O. Mironova, L. Fischl, T. Gallien, L. Grech, and S. Trausner, “Causal GP-MPC: Where Structure, Safety, and Online Learning Meet for Robust Accelerator Control”, presented at the 17th Int. Particle Accelerator Conf. (IPAC'26), Deauville, France, May 2026, paper WEP6096, this conference. |
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S. Hirlaender, L. Fischl, L. Grech, O. Mironova, A. Santamaria Garcia, and S. Trausner, “Koopman-Stabilised World Models for Offline Reinforcement Learning in Accelerator Control”, presented at the 17th Int. Particle Accelerator Conf. (IPAC'26), Deauville, France, May 2026, paper WEP6098, this conference. |
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S. Hirlaender, S. Appel, B. Halilovic, and P. Madysa, “Robust Real-Time Optimization of SIS18 Injection using Gaussian Process MPC”, presented at the 17th Int. Particle Accelerator Conf. (IPAC'26), Deauville, France, May 2026, paper THP4097, this conference. |
