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James Ferlez
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Shieldnn: A provably safe nn filter for unsafe nn controllers
J Ferlez, M Elnaggar, Y Shoukry, C Fleming
arXiv preprint arXiv:2006.09564, 2020
282020
Peregrinn: Penalized-relaxation greedy neural network verifier
H Khedr, J Ferlez, Y Shoukry
Computer Aided Verification: 33rd International Conference, CAV 2021 …, 2021
272021
AReN: assured ReLU NN architecture for model predictive control of LTI systems
J Ferlez, Y Shoukry
Proceedings of the 23rd International Conference on Hybrid Systems …, 2020
162020
Fast BATLLNN: fast box analysis of two-level lattice neural networks
J Ferlez, H Khedr, Y Shoukry
Proceedings of the 25th ACM International Conference on Hybrid Systems …, 2022
122022
Bounding the complexity of formally verifying neural networks: A geometric approach
J Ferlez, Y Shoukry
2021 60th IEEE Conference on Decision and Control (CDC), 5104-5109, 2021
82021
Two-level lattice neural network architectures for control of nonlinear systems
J Ferlez, X Sun, Y Shoukry
2020 59th IEEE Conference on Decision and Control (CDC), 2198-2203, 2020
72020
Safe-by-repair: A convex optimization approach for repairing unsafe two-level lattice neural network controllers
U Santa Cruz, J Ferlez, Y Shoukry
2022 IEEE 61st Conference on Decision and Control (CDC), 3383-3388, 2022
62022
Effective formal verification of neural networks using the geometry of linear regions
H Khedr, J Ferlez, Y Shoukry
ArXiv, abs/2006.10864, 2020
52020
Generalized synchronization trees
J Ferlez, R Cleaveland, S Marcus
Foundations of Software Science and Computation Structures: 17th …, 2014
52014
Energyshield: Provably-safe offloading of neural network controllers for energy efficiency
M Odema, J Ferlez, G Vaisi, Y Shoukry, MA Al Faruque
Proceedings of the ACM/IEEE 14th International Conference on Cyber-Physical …, 2023
32023
Seo: Safety-aware energy optimization framework for multi-sensor neural controllers at the edge
M Odema, J Ferlez, Y Shoukry, MA Al Faruque
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
12023
Polynomial-time reachability for lti systems with two-level lattice neural network controllers
J Ferlez, Y Shoukry
IEEE Control Systems Letters 7, 1105-1110, 2022
12022
Bisimulation in behavioral dynamical systems and generalized synchronization trees
J Ferlez, R Cleaveland, SI Marcus
2018 IEEE Conference on Decision and Control (CDC), 751-758, 2018
12018
Bisimulation and Hennessy-Milner Logic for Generalized Synchronization Trees
J Ferlez, R Cleaveland, S Marcus
arXiv preprint arXiv:1709.00827, 2017
12017
Assured Neural Network Architectures for Control and Identification of Nonlinear Systems
J Ferlez, Y Shoukry
arXiv preprint arXiv:2109.10298, 2021
2021
Generalized Synchronization Trees
JR Ferlez
2019
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Articles 1–16