Concepedia

Multilayered review of safety approaches for machine learning-based systems in the days of AI

Sangeeta Dey, Seok-Won Lee

Journal of Systems and Software · 2021 · 34 citations · 102 references

Concepts

EngineeringComputer ScienceSystems EngineeringArtificial IntelligenceMachine LearningSafety EngineeringSafety AssessmentSafety EvaluationSafety SystemsSafety-critical Embedded SystemsSafety-critical SystemsSystem SafetyArtificial Intelligence SafetyComputational Safety AssessmentMachine Learning-based ControlSafe LearningSafety ClassificationSafety Verification And ValidationSafety-critical Decision Making

References

102

Advances in Neural Information Processing Systems 28

Peter Flach, Meelis Kull · 2015 · 14.7K citations

Life Sciences, Computer Science, Neuroscience +12

Explaining and Harnessing Adversarial Examples

Ian Goodfellow, Jonathon Shlens, Christian Szegedy · arXiv (Cornell University) · 2014 · 8.2K citations · Full text

Computing, Computer Science, Algorithms +11

Intriguing properties of neural networks

Christian Szegedy, Wojciech Zaremba, Ilya Sutskever et al. · arXiv (Cornell University) · 2013 · 5.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +9

DeepFool: A Simple and Accurate Method to Fool Deep Neural Networks

Seyed-Mohsen Moosavi-Dezfooli, Alhussein Fawzi, Pascal Frossard · 2016 · 5.3K citations · Full text

Computing, Computer Science, Artificial Intelligence +12

The Limitations of Deep Learning in Adversarial Settings

Nicolas Papernot, Patrick McDaniel, Somesh Jha et al. · 2016 · 3.9K citations

Computing, Computer Science, Computer Security +12