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Verification-Aided Learning of Neural Network Barrier Functions with
  Termination Guarantees

Verification-Aided Learning of Neural Network Barrier Functions with Termination Guarantees

12 March 2024
Shaoru Chen
Lekan Molu
Mahyar Fazlyab
ArXivPDFHTML

Papers citing "Verification-Aided Learning of Neural Network Barrier Functions with Termination Guarantees"

3 / 3 papers shown
Title
Verification of Neural Control Barrier Functions with Symbolic
  Derivative Bounds Propagation
Verification of Neural Control Barrier Functions with Symbolic Derivative Bounds Propagation
Hanjiang Hu
Yujie Yang
Tianhao Wei
Changliu Liu
AAML
26
6
0
04 Oct 2024
ReachLipBnB: A branch-and-bound method for reachability analysis of
  neural autonomous systems using Lipschitz bounds
ReachLipBnB: A branch-and-bound method for reachability analysis of neural autonomous systems using Lipschitz bounds
Taha Entesari
Sina Sharifi
Mahyar Fazlyab
39
6
0
01 Nov 2022
Lyapunov-Net: A Deep Neural Network Architecture for Lyapunov Function
  Approximation
Lyapunov-Net: A Deep Neural Network Architecture for Lyapunov Function Approximation
Nathan Gaby
Fumin Zhang
X. Ye
PINN
40
39
0
27 Sep 2021
1