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Pruning and Slicing Neural Networks using Formal Verification

Pruning and Slicing Neural Networks using Formal Verification

28 May 2021
O. Lahav
Guy Katz
ArXivPDFHTML

Papers citing "Pruning and Slicing Neural Networks using Formal Verification"

8 / 8 papers shown
Title
CheckINN: Wide Range Neural Network Verification in Imandra (Extended)
CheckINN: Wide Range Neural Network Verification in Imandra (Extended)
Remi Desmartin
Grant Passmore
Ekaterina Komendantskaya
M. Daggitt
26
5
0
21 Jul 2022
Neural Network Verification with Proof Production
Neural Network Verification with Proof Production
Omri Isac
Clark W. Barrett
Hao Fei
Guy Katz
AAML
35
20
0
01 Jun 2022
Verifying Learning-Based Robotic Navigation Systems
Verifying Learning-Based Robotic Navigation Systems
Guy Amir
Davide Corsi
Raz Yerushalmi
Luca Marzari
D. Harel
Alessandro Farinelli
Guy Katz
94
37
0
26 May 2022
Verification-Aided Deep Ensemble Selection
Verification-Aided Deep Ensemble Selection
Guy Amir
Tom Zelazny
Guy Katz
Michael Schapira
AAML
30
18
0
08 Feb 2022
An Abstraction-Refinement Approach to Verifying Convolutional Neural
  Networks
An Abstraction-Refinement Approach to Verifying Convolutional Neural Networks
Matan Ostrovsky
Clark W. Barrett
Guy Katz
40
26
0
06 Jan 2022
Minimal Multi-Layer Modifications of Deep Neural Networks
Minimal Multi-Layer Modifications of Deep Neural Networks
Idan Refaeli
Guy Katz
KELM
AAML
35
15
0
18 Oct 2021
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks
Guy Katz
Clark W. Barrett
D. Dill
Kyle D. Julian
Mykel Kochenderfer
AAML
249
1,838
0
03 Feb 2017
Safety Verification of Deep Neural Networks
Safety Verification of Deep Neural Networks
Xiaowei Huang
Marta Kwiatkowska
Sen Wang
Min Wu
AAML
180
932
0
21 Oct 2016
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