Evolutionary Computation and Explainable AI: A Roadmap to Transparent
Intelligent Systems

Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems

12 June 2024

Alexander Brownlee

Stefano Cagnoni

Papers citing "Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems"

18 / 18 papers shown

Title
Towards Explainable Metaheuristic: Mining Surrogate Fitness Models for Importance of Variables Manjinder Singh Alexander E. I. Brownlee David Cairns 40 13 0 31 May 2022
Neural Network Pruning by Cooperative Coevolution Haopu Shang Jia-Liang Wu Wenjing Hong Chaojun Qian VLM 11 23 0 12 Apr 2022
Obtaining Smoothly Navigable Approximation Sets in Bi-Objective Multi-Modal Optimization Renzo J. Scholman A. Bouter L. Dickhoff Tanja Alderliesten Peter A. N. Bosman 43 3 0 17 Mar 2022
Explainable Landscape-Aware Optimization Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 27 16 0 22 Oct 2021
Genetic Programming for Manifold Learning: Preserving Local Topology Andrew Lensen Bing Xue Mengjie Zhang 14 9 0 23 Aug 2021
Evolving Neuronal Plasticity Rules using Cartesian Genetic Programming Henrik D. Mettler Maximilian Schmidt Walter Senn Mihai A. Petrovici Jakob Jordan 14 7 0 08 Feb 2021
Evolutionary learning of interpretable decision trees Leonardo Lucio Custode Giovanni Iacca OffRL 51 40 0 14 Dec 2020
Questioning the AI: Informing Design Practices for Explainable AI User Experiences Q. V. Liao D. Gruen Sarah Miller 75 709 0 08 Jan 2020
On Explaining Machine Learning Models by Evolving Crucial and Compact Features M. Virgolin Tanja Alderliesten Peter A. N. Bosman 19 28 0 04 Jul 2019
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 309 921 0 21 Apr 2018
The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities Joel Lehman Jeff Clune D. Misevic C. Adami L. Altenberg ... Danesh Tarapore S. Thibault Westley Weimer R. Watson Jason Yosinksi 89 279 0 09 Mar 2018
Interpretable Policies for Reinforcement Learning by Genetic Programming D. Hein Steffen Udluft Thomas Runkler OffRL 20 131 0 12 Dec 2017
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 36 2,332 0 01 Nov 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 200 4,229 0 22 Jun 2017
Data-Efficient Exploration, Optimization, and Modeling of Diverse Designs through Surrogate-Assisted Illumination Adam Gaier A. Asteroth Jean-Baptiste Mouret 32 48 0 13 Feb 2017
The Mythos of Model Interpretability Zachary Chase Lipton FaML 52 3,672 0 10 Jun 2016
Illuminating search spaces by mapping elites Jean-Baptiste Mouret Jeff Clune 42 728 0 20 Apr 2015
Determinantal point processes for machine learning Alex Kulesza B. Taskar 208 1,130 0 25 Jul 2012

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