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Evolving Robust Neural Architectures to Defend from Adversarial Attacks
Shashank Kotyan, Danilo Vasconcellos Vargas
Neural networks are prone to misclassify slightly modified input images. Recently, many defences have been proposed, but none have improved the robustness of neural networks consis…
Batch Tournament Selection for Genetic Programming
Vinicius V. Melo, Danilo Vasconcellos Vargas, Wolfgang Banzhaf
Lexicase selection achieves very good solution quality by introducing ordered test cases. However, the computational complexity of lexicase selection can prohibit its use in many a…
Spectrum-Diverse Neuroevolution with Unified Neural Models
Danilo Vasconcellos Vargas, Junichi Murata
Learning algorithms are being increasingly adopted in various applications. However, further expansion will require methods that work more automatically. To enable this level of au…
General Subpopulation Framework and Taming the Conflict Inside Populations
Danilo Vasconcellos Vargas, Junichi Murata, Hirotaka Takano +1
Structured evolutionary algorithms have been investigated for some time. However, they have been under-explored specially in the field of multi-objective optimization. Despite thei…