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Patrick Musau
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NNV: the neural network verification tool for deep neural networks and learning-enabled cyber-physical systems
HD Tran, X Yang, D Manzanas Lopez, P Musau, LV Nguyen, W Xiang, ...
International Conference on Computer Aided Verification, 3-17, 2020
3222020
Star-based reachability analysis of deep neural networks
HD Tran, D Manzanas Lopez, P Musau, X Yang, LV Nguyen, W Xiang, ...
Formal Methods–The Next 30 Years: Third World Congress, FM 2019, Porto …, 2019
2142019
Safety verification of cyber-physical systems with reinforcement learning control
HD Tran, F Cai, ML Diego, P Musau, TT Johnson, X Koutsoukos
ACM Transactions on Embedded Computing Systems (TECS) 18 (5s), 1-22, 2019
1502019
Verification for machine learning, autonomy, and neural networks survey
W Xiang, P Musau, AA Wild, DM Lopez, N Hamilton, X Yang, J Rosenfeld, ...
arXiv preprint arXiv:1810.01989, 2018
1202018
Parallelizable reachability analysis algorithms for feed-forward neural networks
HD Tran, P Musau, DM Lopez, X Yang, LV Nguyen, W Xiang, TT Johnson
2019 IEEE/ACM 7th International Conference on Formal Methods in Software …, 2019
622019
Robustness verification of semantic segmentation neural networks using relaxed reachability
HD Tran, N Pal, P Musau, DM Lopez, N Hamilton, X Yang, S Bak, ...
Computer Aided Verification: 33rd International Conference, CAV 2021 …, 2021
462021
Reachable set estimation and verification for neural network models of nonlinear dynamic systems
W Xiang, DM Lopez, P Musau, TT Johnson
Safe, autonomous and intelligent vehicles, 123-144, 2019
402019
ARCH-COMP24 Category Report: Artificial Intelligence and Neural Network Control Systems (AINNCS) for Continuous and Hybrid Systems Plants
D Manzanas Lopez, M Althoff, L Benet, C Blab, M Forets, Y Jia, ...
EPiC Series in Computing, 2024
39*2024
ARCH-COMP20 category report: artificial intelligence and neural network control systems (AINNCS) for continuous and hybrid systems plants
TT Johnson, D Manzanas Lopez, P Musau, HD Tran, E Botoeva, ...
EPiC Series in Computing 74, 2020
392020
Reachability analysis of a general class of neural ordinary differential equations
D Manzanas Lopez, P Musau, NP Hamilton, TT Johnson
International Conference on Formal Modeling and Analysis of Timed Systems …, 2022
272022
Verification of closed-loop systems with neural network controllers
DM Lopez, P Musau, HD Tran, TT Johnson
EPiC Series in Computing 61, 201-210, 2019
232019
Decentralized real-time safety verification for distributed cyber-physical systems
HD Tran, LV Nguyen, P Musau, W Xiang, TT Johnson
Formal Techniques for Distributed Objects, Components, and Systems: 39th …, 2019
222019
Wild, Diego Manzanas Lopez, Nathaniel Hamilton, Xiaodong Yang, Joel A
W Xiang, P Musau, A Ayana
Rosenfeld, and Taylor T. Johnson. Verification for machine learning …, 2018
222018
On using real-time reachability for the safety assurance of machine learning controllers
P Musau, N Hamilton, DM Lopez, P Robinette, TT Johnson
2022 IEEE International Conference on Assured Autonomy (ICAA), 1-10, 2022
212022
Zero-shot policy transfer in autonomous racing: reinforcement learning vs imitation learning
N Hamilton, P Musau, DM Lopez, TT Johnson
2022 IEEE International Conference on Assured Autonomy (ICAA), 11-20, 2022
172022
Verification of piecewise deep neural networks: a star set approach with zonotope pre-filter
HD Tran, N Pal, DM Lopez, P Musau, X Yang, LV Nguyen, W Xiang, ...
Formal Aspects of Computing 33, 519-545, 2021
152021
Wild, Diego Manzanas Lopez, Nathaniel Hamilton, Xiaodong Yang, Joel Rosenfeld, and Taylor T Johnson. 2018. Verification for machine learning, autonomy, and neural networks survey
W Xiang, P Musau, A Ayana
arXiv preprint arXiv:1810.01989, 2018
122018
Discovery of AI/ML supply chain vulnerabilities within automotive cyber-physical systems
D Williams, C Clark, R McGahan, B Potteiger, D Cohen, P Musau
2022 IEEE International Conference on Assured Autonomy (ICAA), 93-96, 2022
72022
Case study: Safety verification of an unmanned underwater vehicle
DM Lopez, P Musau, N Hamilton, HD Tran, TT Jonhson
2020 IEEE Security and Privacy Workshops (SPW), 189-195, 2020
72020
NNV: A tool for verification of deep neural networks and learning-enabled autonomous cyber-physical systems
HD Tran, P Musau, DM Lopez, X Yang, LV Nguyen, W Xiang, T Johnson
International Conference on Computer-Aided Verification, 2020
62020
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