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  3. 1911.01608
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AReN: Assured ReLU NN Architecture for Model Predictive Control of LTI
  Systems

AReN: Assured ReLU NN Architecture for Model Predictive Control of LTI Systems

International Conference on Hybrid Systems: Computation and Control (HSCC), 2019
5 November 2019
James Ferlez
Yasser Shoukry
ArXiv (abs)PDFHTML

Papers citing "AReN: Assured ReLU NN Architecture for Model Predictive Control of LTI Systems"

12 / 12 papers shown
Mapping back and forth between model predictive control and neural
  networks
Mapping back and forth between model predictive control and neural networks
Ross Drummond
P. R. B. Monasterios
Giorgio Valmorbida
191
1
0
18 Apr 2024
Reachability-based Trajectory Design via Exact Formulation of Implicit
  Neural Signed Distance Functions
Reachability-based Trajectory Design via Exact Formulation of Implicit Neural Signed Distance Functions
Jonathan Michaux
Qingyi Chen
Challen Enninful Adu
Jinsun Liu
Ram Vasudevan
196
3
0
18 Mar 2024
When Deep Learning Meets Polyhedral Theory: A Survey
When Deep Learning Meets Polyhedral Theory: A Survey
Joey Huchette
Gonzalo Muñoz
Thiago Serra
Calvin Tsay
AI4CE
788
47
0
29 Apr 2023
First Three Years of the International Verification of Neural Networks
  Competition (VNN-COMP)
First Three Years of the International Verification of Neural Networks Competition (VNN-COMP)International Journal on Software Tools for Technology Transfer (STTT) (STTT), 2023
Christopher Brix
Mark Niklas Muller
Stanley Bak
Taylor T. Johnson
Changliu Liu
NAI
311
85
0
14 Jan 2023
Polynomial-Time Reachability for LTI Systems with Two-Level Lattice
  Neural Network Controllers
Polynomial-Time Reachability for LTI Systems with Two-Level Lattice Neural Network ControllersIEEE Control Systems Letters (L-CSS), 2022
James Ferlez
Yasser Shoukry
181
2
0
20 Sep 2022
Tailored max-out networks for learning convex PWQ functions
Tailored max-out networks for learning convex PWQ functionsEuropean Control Conference (ECC), 2022
Dieter Teichrib
M. S. Darup
250
4
0
14 Jun 2022
Fast BATLLNN: Fast Box Analysis of Two-Level Lattice Neural Networks
Fast BATLLNN: Fast Box Analysis of Two-Level Lattice Neural Networks
James Ferlez
Haitham Khedr
Yasser Shoukry
168
13
0
17 Nov 2021
Assured Neural Network Architectures for Control and Identification of
  Nonlinear Systems
Assured Neural Network Architectures for Control and Identification of Nonlinear Systems
James Ferlez
Yasser Shoukry
128
0
0
21 Sep 2021
Reinforcement Learning with Formal Performance Metrics for Quadcopter
  Attitude Control under Non-nominal Contexts
Reinforcement Learning with Formal Performance Metrics for Quadcopter Attitude Control under Non-nominal ContextsEngineering applications of artificial intelligence (EAAI), 2021
Nicola Bernini
M. Bessa
R. Delmas
A. Gold
Eric Goubault
R. Pennec
S. Putot
Franccois Sillion
189
17
0
27 Jul 2021
Safe-by-Repair: A Convex Optimization Approach for Repairing Unsafe
  Two-Level Lattice Neural Network Controllers
Safe-by-Repair: A Convex Optimization Approach for Repairing Unsafe Two-Level Lattice Neural Network ControllersIEEE Conference on Decision and Control (CDC), 2021
Ulices Santa Cruz
James Ferlez
Yasser Shoukry
211
10
0
06 Apr 2021
Bounding the Complexity of Formally Verifying Neural Networks: A
  Geometric Approach
Bounding the Complexity of Formally Verifying Neural Networks: A Geometric ApproachIEEE Conference on Decision and Control (CDC), 2020
James Ferlez
Yasser Shoukry
272
9
0
22 Dec 2020
Two-Level Lattice Neural Network Architectures for Control of Nonlinear
  Systems
Two-Level Lattice Neural Network Architectures for Control of Nonlinear SystemsIEEE Conference on Decision and Control (CDC), 2020
James Ferlez
Xiaowu Sun
Yasser Shoukry
165
7
0
20 Apr 2020
1
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