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Verification for Machine Learning, Autonomy, and Neural Networks Survey

Verification for Machine Learning, Autonomy, and Neural Networks Survey

3 October 2018
Weiming Xiang
Patrick Musau
A. Wild
Diego Manzanas Lopez
Nathaniel P. Hamilton
Xiaodong Yang
Joel A. Rosenfeld
Taylor T. Johnson
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Papers citing "Verification for Machine Learning, Autonomy, and Neural Networks Survey"

14 / 14 papers shown
Title
Generative Artificial Intelligence Reproducibility and Consensus
Generative Artificial Intelligence Reproducibility and Consensus
Edward J. Kim
I. Isozaki
N. Sirkin
Michael Robson
25
0
0
04 Jul 2023
SoK: Explainable Machine Learning for Computer Security Applications
SoK: Explainable Machine Learning for Computer Security Applications
A. Nadeem
D. Vos
Clinton Cao
Luca Pajola
Simon Dieck
Robert Baumgartner
S. Verwer
29
40
0
22 Aug 2022
Verification of Sigmoidal Artificial Neural Networks using iSAT
Verification of Sigmoidal Artificial Neural Networks using iSAT
Dominik Grundt
Sorin Liviu Jurj
Willem Hagemann
P. Kröger
M. Fränzle
24
2
0
14 Jul 2022
Adversarial Robustness of Deep Neural Networks: A Survey from a Formal
  Verification Perspective
Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective
Mark Huasong Meng
Guangdong Bai
Sin Gee Teo
Zhe Hou
Yan Xiao
Yun Lin
J. Dong
AAML
21
43
0
24 Jun 2022
Reachability analysis of neural networks using mixed monotonicity
Reachability analysis of neural networks using mixed monotonicity
Pierre-Jean Meyer
38
8
0
15 Nov 2021
Neural Network Verification in Control
Neural Network Verification in Control
M. Everett
AAML
32
16
0
30 Sep 2021
A Novel Framework for Threat Analysis of Machine Learning-based Smart
  Healthcare Systems
A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems
Nur Imtiazul Haque
M. Rahman
Md Hasan Shahriar
Alvi Ataur Khalil
Selcuk Uluagac
16
14
0
05 Mar 2021
Abstraction based Output Range Analysis for Neural Networks
Abstraction based Output Range Analysis for Neural Networks
P. Prabhakar
Zahra Rahimi Afzal
19
62
0
18 Jul 2020
Certifying Decision Trees Against Evasion Attacks by Program Analysis
Certifying Decision Trees Against Evasion Attacks by Program Analysis
Stefano Calzavara
Pietro Ferrara
Claudio Lucchese
AAML
11
10
0
06 Jul 2020
Algorithms for Verifying Deep Neural Networks
Algorithms for Verifying Deep Neural Networks
Changliu Liu
Tomer Arnon
Christopher Lazarus
Christopher A. Strong
Clark W. Barrett
Mykel J. Kochenderfer
AAML
16
390
0
15 Mar 2019
A Roadmap Towards Resilient Internet of Things for Cyber-Physical
  Systems
A Roadmap Towards Resilient Internet of Things for Cyber-Physical Systems
Denise Ratasich
Faiq Khalid
Florian Geissler
Radu Grosu
Muhammad Shafique
E. Bartocci
16
102
0
16 Oct 2018
Output Reachable Set Estimation and Verification for Multi-Layer Neural
  Networks
Output Reachable Set Estimation and Verification for Multi-Layer Neural Networks
Weiming Xiang
Hoang-Dung Tran
Taylor T. Johnson
81
292
0
09 Aug 2017
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
228
1,835
0
03 Feb 2017
Safety Verification of Deep Neural Networks
Safety Verification of Deep Neural Networks
Xiaowei Huang
M. Kwiatkowska
Sen Wang
Min Wu
AAML
178
932
0
21 Oct 2016
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