Dr. Achiya Elyasaf
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A Melting Pot of Evolution and Learning,
We survey eight recent works by our group, involving the successful blending of evolutionary algorithms with machine learning and deep learning:
1. Binary and Multinomial Classification through Evolutionary Symbolic Regression,
2. Classy Ensemble: A Novel Ensemble Algorithm for Classification,
3. EC-KitY: Evolutionary Computation Tool Kit in Python,
4. Evolution of Activation Functions for Deep Learning-Based Image Classification,
5. Adaptive Combination of a Genetic Algorithm and Novelty Search for Deep Neuroevolution,
6. An Evolutionary, Gradient-Free, Query-Efficient, Black-Box Algorithm for Generating Adversarial Instances in Deep Networks,
7. Foiling Explanations in Deep Neural Networks,
8. Patch of Invisibility: Naturalistic Black-Box Adversarial Attacks on Object Detectors.
1. Binary and Multinomial Classification through Evolutionary Symbolic Regression,
2. Classy Ensemble: A Novel Ensemble Algorithm for Classification,
3. EC-KitY: Evolutionary Computation Tool Kit in Python,
4. Evolution of Activation Functions for Deep Learning-Based Image Classification,
5. Adaptive Combination of a Genetic Algorithm and Novelty Search for Deep Neuroevolution,
6. An Evolutionary, Gradient-Free, Query-Efficient, Black-Box Algorithm for Generating Adversarial Instances in Deep Networks,
7. Foiling Explanations in Deep Neural Networks,
8. Patch of Invisibility: Naturalistic Black-Box Adversarial Attacks on Object Detectors.
| Publication language | English |
| Publication status | Published - 2024 |
