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Deep neural network loses attention to adversarial images


Jun 10, 2021
Shashank Kotyan, Danilo Vasconcellos Vargas

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* Accepted in Workshop on Artificial Intelligence Safety (AISafety 2021), IJCAI-2021 

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Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation


Sep 08, 2020
Danilo Vasconcellos Vargas, Bingli Liao, Takahiro Kanzaki

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Continual General Chunking Problem and SyncMap


Jun 16, 2020
Danilo Vasconcellos Vargas, Toshitake Asabuki

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Evolving Robust Neural Architectures to Defend from Adversarial Attacks


Jun 27, 2019
Danilo Vasconcellos Vargas, Shashank Kotyan

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Uncovering Why Deep Neural Networks Lack Robustness: Representation Metrics that Link to Adversarial Attacks


Jun 20, 2019
Danilo Vasconcellos Vargas, Shashank Kotyan, Moe Matsuki

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Model Agnostic Dual Quality Assessment for Adversarial Machine Learning and an Analysis of Current Neural Networks and Defenses


Jun 14, 2019
Danilo Vasconcellos Vargas, Shashank Kotyan

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Self Training Autonomous Driving Agent


Apr 26, 2019
Shashank Kotyan, Danilo Vasconcellos Vargas, Venkanna U

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Batch Tournament Selection for Genetic Programming


Apr 18, 2019
Vinicius V. Melo, Danilo Vasconcellos Vargas, Wolfgang Banzhaf

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