2025W

• Hybrid Quantum - Classical Systems / 191.023 / VU

• Exploring Channel Distinguishability in Local Neighborhoods of the Model Space in Quantum Neural Networks / Herbst, S., Cranganore, S. S., De Maio, V., & Brandic, I. (2024). Exploring Channel Distinguishability in Local Neighborhoods of the Model Space in Quantum Neural Networks. arXiv. https://doi.org/10.48550/arXiv.2410.09470
  Projects: HPQC (2023–2025) / Themis FWF (2024–2027) / TRITON FWF (2023–2027)
• Streaming IoT Data and the Quantum Edge: A Classic/Quantum Machine Learning Use Case / Herbst, S., De Maio, V., & Brandic, I. (2024). Streaming IoT Data and the Quantum Edge: A Classic/Quantum Machine Learning Use Case. In Euro-Par 2023: Parallel Processing Workshops : Euro-Par 2023 International Workshops Limassol, Cyprus, August 28 – September 1, 2023 Revised Selected Papers, Part I (pp. 177–188). Springer. https://doi.org/10.1007/978-3-031-50684-0_14
  Projects: HPQC (2023–2025) / RUCON (2016–2023) / TRITON FWF (2023–2027)
• On Optimizing Hyperparameters for Quantum Neural Networks / Herbst, S., De Maio, V., & Brandic, I. (2024). On Optimizing Hyperparameters for Quantum Neural Networks. arXiv. https://doi.org/10.48550/arXiv.2403.18579
  Projects: HPQC (2023–2025) / TRITON FWF (2023–2027)
• Beyond 0’s and 1’s: Exploring the impact of noise, data encoding, and hyperparameter optimization in quantum machine learning / Herbst, S. (2023). Beyond 0’s and 1’s: Exploring the impact of noise, data encoding, and hyperparameter optimization in quantum machine learning [Diploma Thesis, Technische Universität Wien]. reposiTUm. https://doi.org/10.34726/hss.2023.111504
  Download: PDF (3.31 MB)

• Andreas Dieberger-Peter Skalicky Scholarship
  2025 / Andreas Dieberger – Peter Skalicky Scholarship Foundation / Austria
• Siemens Awards for Excellence
  2023 / Siemens AG / Austria

Soon, this page will include additional information such as reference projects, activities as journal reviewer and editor, memberships in councils and committees, and other research activities.

Until then, please visit Sabrina Herbst’s research profile in TISS .