IEEE Transactions on Evolutionary Computation, Volume 25, Number 5, October 2021

1) Guest Editorial Evolutionary Computation Meets Deep Learning

Author(s): Weiping Ding; Witold Pedrycz; Gary G. Yen; Bing Xue

Pages: 810 - 814

2) Evolving Deep Convolutional Variational Autoencoders for Image Classification

Author(s): Xiangru Chen; Yanan Sun; Mengjie Zhang; Dezhong Peng

Pages: 815 - 829

3) AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning

Author(s): Tong Zhang; Chunyu Lei; Zongyan Zhang; Xian-Bing Meng; C. L. Philip Chen

Pages: 830 - 841

4) Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning

Author(s): Mincan Li; Zidong Wang; Kenli Li; Xiangke Liao; Kate Hone; Xiaohui Liu

Pages: 842 - 855

5) Robust Multimodal Representation Learning With Evolutionary Adversarial Attention Networks

Author(s): Feiran Huang; Alireza Jolfaei; Ali Kashif Bashir

Pages: 856 - 868

6) Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization

Author(s): Miao Zhang; Huiqi Li; Shirui Pan; Juan Lyu; Steve Ling; Steven Su

Pages: 869 - 882

7) Evolutionary Deep Fusion Method and its Application in Chemical Structure Recognition

Author(s): Xinyan Liang; Qian Guo; Yuhua Qian; Weiping Ding; Qingfu Zhang

Pages: 883 - 893

8) A Survey on Evolutionary Construction of Deep Neural Networks

Author(s): Xun Zhou; A. K. Qin; Maoguo Gong; Kay Chen Tan

Pages: 894 - 912

9) Adaptive Genetic Algorithm-Aided Neural Network With Channel State Information Tensor Decomposition for Indoor Localization

Author(s): Mu Zhou; Yuexin Long; Weiping Zhang; Qiaolin Pu; Yong Wang; Wei Nie; Wei He

Pages: 913 - 927

10) Two-Stage Evolutionary Neural Architecture Search for Transfer Learning

Author(s): Yu-Wei Wen; Sheng-Hsuan Peng; Chuan-Kang Ting

Pages: 928 - 940

11) A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning

Author(s): Dawei Zhan; Huanlai Xing

Pages: 941 - 955

12) Fast Immune System-Inspired Hypermutation Operators for Combinatorial Optimization

Author(s): Dogan Corus; Pietro S. Oliveto; Donya Yazdani

Pages: 956 - 970

13) Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels

Author(s): Leonardo Lai; Lorenzo Fiaschi; Marco Cococcioni; Kalyanmoy Deb

Pages: 971 - 985

14) CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network

Author(s): Shiming Chen; Wenjie Wang; Beihao Xia; Xinge You; Qinmu Peng; Zehong Cao; Weiping Ding

Pages: 986 - 1000

15) Empirical Comparison of Search Heuristics for Genetic Improvement of Software

Author(s): Aymeric Blot; Justyna Petke

Pages: 1001 - 1011