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Marco Casadio
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Neural network robustness as a verification property: a principled case study
M Casadio, E Komendantskaya, ML Daggitt, W Kokke, G Katz, G Amir, ...
International conference on computer aided verification, 219-231, 2022
742022
NLP verification: towards a general methodology for certifying robustness
M Casadio, T Dinkar, E Komendantskaya, L Arnaboldi, ML Daggitt, O Isac, ...
European Journal of Applied Mathematics, 1-58, 2025
152025
The Vehicle Tutorial: Neural Network Verification with Vehicle.
ML Daggitt, W Kokke, E Komendantskaya, R Atkey, L Arnaboldi, ...
FoMLAS@ CAV, 1-5, 2023
112023
Antonio: Towards a systematic method of generating nlp benchmarks for verification
M Casadio, L Arnaboldi, ML Daggitt, O Isac, T Dinkar, D Kienitz, V Rieser, ...
arXiv preprint arXiv:2305.04003, 2023
92023
NLP Verification: Towards a General Methodology for Certifying Robustness.(2025)
M Casadio, T Dinkar, E Komendantskaya, L Arnaboldi, ML Daggitt, O Isac, ...
arXiv preprint cs.CL/2403.10144, 2025
52025
Property-driven training: All you (n) ever wanted to know about
M Casadio, ML Daggitt, E Komendantskaya, W Kokke, D Kienitz, ...
arXiv preprint arXiv 2104, 2021
32021
Neural Network Verification for Gliding Drone Control: A Case Study
C Kessler, E Komendantskaya, M Casadio, IM Viola, T Flinkow, ...
International Symposium on AI Verification, 180-199, 2025
22025
A Generalised Framework for Property-Driven Machine Learning
T Flinkow, M Casadio, C Kessler, R Monahan, E Komendantskaya
arXiv preprint arXiv:2505.00466, 2025
22025
Formally Verifying Robustness and Generalisation of Network Intrusion Detection Models
R Flood, M Casadio, D Aspinall, E Komendantskaya
Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing, 1867-1876, 2025
12025
Generating Traffic-Level Adversarial Examples from Feature-Level Specifications
R Flood, M Casadio, D Aspinall, E Komendantskaya
European Symposium on Research in Computer Security, 118-127, 2024
12024
Why Robust Natural Language Understanding is a Challenge
M Casadio, E Komendantskaya, V Rieser, ML Daggitt, D Kienitz, ...
arXiv preprint arXiv:2206.14575, 2022
12022
Formal And Geometric Foundations For Deep Learning Under Safety Constraints
M Casadio
HERIOT-WATT UNIVERSITY, 2025
2025
Generating Traffic-Level Adversarial Examples from Feature-Level
R Flood, M Casadio, D Aspinall¹
Computer Security. ESORICS 2024 International Workshops: SECAI, DisA …, 2025
2025
Network robustness as a mathematical property: training, evaluation and attack
M Casadio, ML Daggitt, E Komendantskaya, W Kokke, R Stewart
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