pyribs: A Bare-Bones Python Library for Quality Diversity Optimization

Author:

Tjanaka Bryon1ORCID,Fontaine Matthew C1ORCID,Lee David H1ORCID,Zhang Yulun2ORCID,Balam Nivedit Reddy1ORCID,Dennler Nathaniel1ORCID,Garlanka Sujay S1ORCID,Klapsis Nikitas Dimitri1ORCID,Nikolaidis Stefanos3ORCID

Affiliation:

1. University of Southern California, Los Angeles, United States of America

2. Carnegie Mellon University, Pittsburgh, United States of America

3. University of Southern California, Los Angelees, United States of America

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference74 articles.

1. Abadi , M. , Barham , P. , Chen , J. , Chen , Z. , Davis , A. , Dean , J. , Devin , M. , Ghemawat , S. , Irving , G. , Isard , M. , Kudlur , M. , Levenberg , J. , Monga , R. , Moore , S. , Murray , D. G. , Steiner , B. , Tucker , P. , Vasudevan , V. , Warden , P. , Wicke , M. , Yu , Y. , and Zheng , X . Tensorflow: A system for large-scale machine learning . In Proceedings of the 12th USENIX Conference on Operating Systems Design and Implementation (USA, 2016), OSDI'16, USENIX Association , p. 265 -- 283 . Abadi, M., Barham, P., Chen, J., Chen, Z., Davis, A., Dean, J., Devin, M., Ghemawat, S., Irving, G., Isard, M., Kudlur, M., Levenberg, J., Monga, R., Moore, S., Murray, D. G., Steiner, B., Tucker, P., Vasudevan, V., Warden, P., Wicke, M., Yu, Y., and Zheng, X. Tensorflow: A system for large-scale machine learning. In Proceedings of the 12th USENIX Conference on Operating Systems Design and Implementation (USA, 2016), OSDI'16, USENIX Association, p. 265--283.

2. Allard , M. Quality-diversity algorithms. https://maximeallard.lu/2021/03/24/quality-diversity-algorithms/, 03 2021 . Retrieved 2023-01-31. Allard, M. Quality-diversity algorithms. https://maximeallard.lu/2021/03/24/quality-diversity-algorithms/, 03 2021. Retrieved 2023-01-31.

3. Anaconda Inc. Anaconda. https://anaconda.org. Anaconda Inc. Anaconda. https://anaconda.org.

4. Anaconda Inc. Numba: A just-in-time compiler for numerical functions in python. https://numba.pydata.org. Computer software. Anaconda Inc. Numba: A just-in-time compiler for numerical functions in python. https://numba.pydata.org. Computer software.

5. Bhatt , V. , Tjanaka , B. , Fontaine , M. , and Nikolaidis , S . Deep surrogate assisted generation of environments . In Advances in Neural Information Processing Systems ( 2022 ), S. Koyejo, S. Mohamed, A. Agarwal, D. Belgrave, K. Cho, and A. Oh, Eds., vol. 35 , Curran Associates, Inc ., pp. 37762 -- 37777 . Bhatt, V., Tjanaka, B., Fontaine, M., and Nikolaidis, S. Deep surrogate assisted generation of environments. In Advances in Neural Information Processing Systems (2022), S. Koyejo, S. Mohamed, A. Agarwal, D. Belgrave, K. Cho, and A. Oh, Eds., vol. 35, Curran Associates, Inc., pp. 37762--37777.

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1. Generalizing Diversity with the Signature Transform;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

2. Dynamic Quality-Diversity Search;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

3. Density Descent for Diversity Optimization;Proceedings of the Genetic and Evolutionary Computation Conference;2024-07-14

4. Covariance Matrix Adaptation MAP-Annealing: Theory and Experiments;ACM Transactions on Evolutionary Learning and Optimization;2024-05-17

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