Verifying Safety of Neural Networks from Topological Perspectives

27 June 2023

Papers citing "Verifying Safety of Neural Networks from Topological Perspectives"

5 / 5 papers shown

Title
Open- and Closed-Loop Neural Network Verification using Polynomial Zonotopes Niklas Kochdumper Christian Schilling Matthias Althoff Stanley Bak 19 32 0 06 Jul 2022
On The Verification of Neural ODEs with Stochastic Guarantees Sophie Gruenbacher Ramin Hasani Mathias Lechner J. Cyranka S. Smolka Radu Grosu 66 31 0 16 Dec 2020
Output Reachable Set Estimation and Verification for Multi-Layer Neural Networks Weiming Xiang Hoang-Dung Tran Taylor T. Johnson 72 290 0 09 Aug 2017
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks Guy Katz Clark W. Barrett D. Dill Kyle D. Julian Mykel Kochenderfer AAML 222 1,835 0 03 Feb 2017
Safety Verification of Deep Neural Networks Xiaowei Huang M. Kwiatkowska Sen Wang Min Wu AAML 178 931 0 21 Oct 2016