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@unipi-dii-mlverif

Neural network verification group - Department of Information Engineering - UNIPI

UNIPI-DII-MLVERIF

Publications

  1. Rossi, F., Bernardeschi, C., Cococcioni, M., & Palmieri, M. (2024, May). Towards Formal Verification of Neural Networks in Cyber-Physical Systems. In NASA Formal Methods Symposium (pp. 207-222). Cham: Springer Nature Switzerland.
  2. Federico Rossi, Cinzia Bernardeschi, Marco Cococcioni, Neural networks in closed-loop systems: Verification using interval arithmetic and formal prover, Engineering Applications of Artificial Intelligence, Volume 137, Part B, 2024, 109238, ISSN 0952-1976, https://doi.org/10.1016/j.engappai.2024.109238
  3. C. Bernardeschi, M. Cococcioni, M. Palmieri and F. Rossi, "Training Neural Networks in Cyber-Physical Systems using Design Space Exploration and Co-Simulation," 2023 International Conference on Electrical, Communication and Computer Engineering (ICECCE), Dubai, United Arab Emirates, 2023, pp. 1-6, doi: 10.1109/ICECCE61019.2023.10442825.
  4. Bernardeschi, C., Lettieri, G., Rossi, F. (2025). Statistical Model Checking of Cooperative Autonomous Driving Systems. In: Margaria, T., Steffen, B. (eds) Leveraging Applications of Formal Methods, Verification and Validation. Rigorous Engineering of Collective Adaptive Systems. ISoLA 2024. Lecture Notes in Computer Science, vol 15220. Springer, Cham. https://doi.org/10.1007/978-3-031-75107-3_19

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