PINNpapers

Contributed by IDRL lab.

Introduction

Genetic Programming and Behavior Trees (BT) have achieved great success in various fields. In this repo, we list some representative work on these topics. Feel free to distribute or use it!

Corrections and suggestions are welcomed.

A script for converting bibtex to the markdown used in this repo is also provided for your convenience.

Open Software

1. This is an example for Yutong Long, Wei Peng, Jun Zhang, Weien Zhou, Xiaoyu Zhao, Wen Yao, Xiaoqian Chen, arXiv:2107.04320 [cs, math], 2021. [paper][code]

Papers on GP

1. Genetic Programming With Mixed-Integer Linear Programming-Based Library Search, Q. N. Huynh, S. Chand, H. K. Singh and T. Ray, IEEE Transactions on Evolutionary Computation, 2018. [paper]
2. Synthesis of Constraints for Mathematical Programming With One-Class Genetic Programming, T. P. Pawlak and K. Krawiec, IEEE Transactions on Evolutionary Computation, 2019.[paper]

Papers on Behavior Tree

1. Behavior control of multiple agents by Cartesian Genetic Programming equipped with sharing sub-programs among agents, A. Hara, J. Kushida, T. Okita and T. Takahama, 2015 IEEE 8th International Workshop on Computational Intelligence and Applications (IWCIA), 2015.[paper].
2. To Resume or Not to Resume: A Behavior Tree Extension, W. El-Ariss, N. Daher and I. H. Elhajj, 2021 American Control Conference (ACC), 2021.[paper].

Papers on GP-based EDL

1. An Evolutionary Deep Learning Approach Using Genetic Programming with Convolution Operators for Image Classification, Y. Bi, B. Xue and M. Zhang, 2019 IEEE Congress on Evolutionary Computation (CEC), 2019.[paper].
2. Genetic Programming With a New Representation to Automatically Learn Features and Evolve Ensembles for Image Classification, Y. Bi, B. Xue and M. Zhang, IEEE Transactions on Cybernetics, 2021.[paper].
3. A Divide-and-Conquer Genetic Programming Algorithm with Ensembles for Image Classification, Y. Bi, B. Xue and M. Zhang, IEEE Transactions on Evolutionary Computation, 2021.[paper].
4. Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning, Y. Bi, B. Xue and M. Zhang, IEEE Transactions on Evolutionary Computation, 2021.[paper].

Books on GP

1. Genetic Programming for Image Classification, Y. Bi, B. Xue and M. Zhang, Springer, 2021. [book][code]
2. Genetic Programming, Koza J.R., Poli R. Search Methodologies. Springer, 2015. [book].
3. Handbook of genetic programming applications, Gandomi A H, Ryan C, Alavi A H. Springer International Publishing, 2015. [book].
4. Cartesian Genetic Programming, Miller J.F. Cartesian Genetic Programming. Natural Computing Series. Springer. [book].

Books on Behavior Tree

1. Adaptive Task Distribution Approach Using Threshold Behavior Tree for Robotic Swarm, Ma L. et al. ICSI 2021. Springer.[book].