William B. Langdon
Oliver Krauss
Skip Abstract Section
Abstract
We report the discussion session at the sixth international Genetic Improvement workshop, GI-2019 @ ICSE, which was held as part of the 41st ACM/IEEE International Confer- ence on Software Engineering on Tuesday 28th May 2019. Topics included GI representations, the maintainability of evolved code, automated software testing, future areas of GI research, such as co-evolution, and existing GI tools and benchmarks.
- Justyna Petke, Shin Hwei Tan, William B. Langdon, and Westley Weimer, editors. Proceedings 2019 ACM/IEEE 6th Interna- tional Genetic Improvement Workshop, GI 2019, Montreal, 28 May 2019. URL: http://www.cs.ucl.ac.uk/staff/W.Langdon/ icse2019/GI_2019_frontmatter.pdf.Google Scholar
- Shin Hwei Tan, Hiroaki Yoshida, Mukul R. Prasad, and Abhik Roychoudhury. Anti-patterns in search-based program repair. In Proceedings of the 2016 24th ACM SIGSOFT Interna- tional Symposium on Foundations of Software Engineering, FSE 2016, pages 727{738, Seattle, WA, USA, 2016. ACM. URL: https://www.comp.nus.edu.sg/~abhik/pdf/FSE16.pdf, doi:doi: 10.1145/2950290.2950295.Google ScholarDigital Library
- Dennis Weyland. A rigorous analysis of the harmony search algorithm: How the research community can be misled by a "novel" methodology. Int. J. Appl. Metaheuristic Comput., 1(2):50{60, April 2010. URL: http://dx.doi.org/10.4018/jamc.2010040104, doi:doi:10.4018/jamc.2010040104.Google ScholarDigital Library
- Afsoon Afzal, Jeremy Lacomis, Claire Le Goues, and Christopher Steven Timperley. A Turing test for genetic improvement. In Justyna Petke, Kathryn Stolee, William B. Langdon, and Westley Weimer, editors, GI-2018, ICSE workshops proceedings, pages 17{18, Gothenburg, Sweden, 2 June 2018. ACM. URL: http://dx.doi.org/10.1145/3194810.3194817, doi: doi:10.1145/3194810.3194817.Google Scholar
- William E. Howden. Weak mutation testing and completeness of test sets. IEEE Transactions on Software Engineering, 8:371{379, 1982.Google ScholarDigital Library
- Gordon Fraser and Andrea Arcuri. Evosuite: automatic test suite generation for object-oriented software. In 8th European Soft- ware Engineering Conference and the ACM SIGSOFT Symposium on the Foundations of Software Engineering (ESEC/FSE '11), pages 416{419, Szeged, Hungary, September 5th - 9th 2011. ACM. URL: http://doi.acm.org/10.1145/2025113.2025179, doi:doi: 10.1145/2025113.2025179.Google ScholarDigital Library
- William B. Langdon, Brian Yee Hong Lam, Marc Modat, Justyna Petke, and Mark Harman. Genetic improvement of GPU software. Genetic Programming and Evolvable Machines, 18(1):5{ 44, March 2017. URL: http://www.cs.ucl.ac.uk/staff/W. Langdon/ftp/papers/Langdon_2016_GPEM.pdf, doi:doi:10.1007/ s10710-016--9273--9.Google ScholarDigital Library
- William B. Langdon and Ronny Lorenz. Improving SSE parallel code with grow and graft genetic programming. In Justyna Petke, David R. White, W. B. Langdon, and Westley Weimer, editors, GI-2017, pages 1537{1538, Berlin, 15--19 July 2017. ACM. URL: http://doi.acm.org/10.1145/3067695.3082524, doi:doi: 10.1145/3067695.3082524.Google Scholar
- William B. Langdon and Ronny Lorenz. Evolving AVX512 parallel C code using GP. In Lukas Sekanina, Ting Hu, and Nuno Lourenco, editors, EuroGP 2019: Proceedings of the 22nd European Conference on Genetic Programming, volume 11451 of LNCS, pages 245{261, Leipzig, Germany, 24--26 April 2019. Springer Verlag. URL: http://www.cs.ucl.ac.uk/staff/ W.Langdon/ftp/papers/langdon_2019_EuroGP.pdf, doi:doi:10. 1007/978--3-030--16670-0_16.Google Scholar
- Saemundur Oskar Haraldsson. Genetic Improvement of Software: From Program Landscapes to the Automatic Improvement of a Live System. PhD thesis, Institute of Computing Science and Mathematics, University of Stirling, UK, May 2017. URL: http: //hdl.handle.net/1893/26007.Google Scholar
- Nadia Alshahwan. Industrial experience of genetic improvement in Facebook. In Justyna Petke, Shin Hwei Tan, William B. Langdon, and Westley Weimer, editors, GI-2019, ICSE work- shops proceedings, page 1, Montreal, 28 May 2019. IEEE. Invited Keynote. URL: https://doi.org/10.1109/GI.2019.00010, doi:doi:10.1109/GI.2019.00010.Google Scholar
- Michael D. Ernst, Jake Cockrell, William G. Griswold, and David Notkin. Dynamically discovering likely program invariants to support program evolution. IEEE Transactions on Software Engi- neering, 27(2):99{123, February 2001. URL: http://dx.doi.org/ doi:10.1109/32.908957, doi:doi:10.1109/32.908957.Google Scholar
- Alexandru Marginean, Johannes Bader, Satish Chandra, Mark Harman, Yue Jia, Ke Mao, Alexander Mols, and Andrew Scott. SapFix: Automated end-to-end repair at scale. In Joanne M. Atlee and Tev k Bultan, editors, 41st Interna- tional Conference on Software Engineering, Montreal, 25--31 May 2019. ACM. URL: https://2019.icse-conferences.org/ details/icse-2019-Software-Engineering-in-Practice/9/ SapFix-Automated-End-to-End-Repair-at-Scale.Google Scholar
- Mark Stephenson, Saman Amarasinghe, Martin Martin, and Una- May O'Reilly. Meta optimization: improving compiler heuristics with machine learning. In Proceedings of the ACM SIGPLAN 2003 conference on Programming Language Design and Implementa- tion (PLDI '03), pages 77{90, San Diego, California, USA, 2003. ACM. URL: http://groups.csail.mit.edu/commit/papers/03/ metaopt-pldi.pdf, doi:doi:10.1145/781131.781141.Google ScholarDigital Library
- Steven S. Muchnick. Advanced Compiler Design and Implemen- tation. Morgan Kaufmann Publishers Inc., 1997.Google Scholar
- Eva Andreasson, Frank Ho mann, and Olof Lindholm. To collect or not to collect? machine learning for memory management. In Java Virtual Machine Research and Technology Symposium, pages 27{39. Citeseer, 2002.Google Scholar
- William B. Langdon and Justyna Petke. Software is not fragile. In Pierre Parrend, Paul Bourgine, and Pierre Collet, editors, Complex Systems Digital Campus E-conference, CS-DC'15, Proceedings in Complexity, pages 203{211. Springer, September 30- October 1 2015. Invited talk. URL: http://www.cs.ucl.ac.uk/ staff/W.Langdon/ftp/papers/langdon_2015_csdc.pdf, doi:doi: 10.1007/978--3--319--45901--1_24.Google Scholar
- Jhe-Yu Liou, Stephanie Forrest, and Carole-Jean Wu. Genetic improvement of GPU code. In Justyna Petke, Shin Hwei Tan, William B. Langdon, and Westley Weimer, editors, GI-2019, ICSE workshops proceedings, pages 20{27, Montreal, 28 May 2019. IEEE. URL: http://www.cs.bham.ac.uk/~wbl/biblio/gi2019/ Liou_2019_GI.pdf, doi:DOI:10.1109/GI.2019.00014.Google ScholarDigital Library
- Lukas Stadler, Thomas Wurthinger, Doug Simon, Christian Wimmer, and Hanspeter Mossenbock. Graal IR : An extensible declarative intermediate representation. 2013.Google Scholar
- Christopher Steven Timperley, Susan Stepney, and Claire Le Goues. BugZoo: a platform for studying software bugs. In Proceed- ings of the 40th International Conference on Software Engineer- ing: Companion Proceeedings, pages 446{447, Gothenburg, Sweden, 2018. ACM. URL: http://doi.acm.org/10.1145/3183440. 3195050, doi:doi:10.1145/3183440.3195050.Google ScholarDigital Library
- David R. White. GI in no time. In Justyna Petke, David R. White, W. B. Langdon, and Westley Weimer, editors, GI-2017, pages 1549{1550, Berlin, 15--19 July 2017. ACM. URL: http: //dx.doi.org/doi:10.1145/3067695.3082515, doi:doi:10.1145/ 3067695.3082515.Google Scholar
- Gabin An, Jinhan Kim, Seongmin Lee, and Shin Yoo. PyGGI: Python General framework for Genetic Improvement. In Pro- ceedings of Korea Software Congress, KSC 2017, pages 536{ 538, Busan, South Korea, 20--22 December 2017. URL: https: //coinse.kaist.ac.kr/publications/pdfs/An2017aa.pdf.Google Scholar
- W. B. Langdon. Genetic improvement GISMOE blue software tool demo. Technical Report RN/18/06, University College, London, London, UK, 22 September 2018. URL: http://www.cs.ucl.ac. uk/fileadmin/user_upload/blue.pdf.Google Scholar
Recommendations
Session details: Genetic Improvement 2015 Workshop
GECCO Companion '15: Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and Evolutionary ComputationIt is our great pleasure to welcome you to the first international workshop on the Genetic Improvement of Software -- GI-2015, held at GECCO'15. Our goal was to bring together research from across the globe to exchange ideas on using optimisation ...
Comments