IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics

Author:

Yang Jia-Qi1ORCID,Xu Yucheng1ORCID,Shen Jia-Lei1ORCID,Fan Kebin1ORCID,Zhan De-Chuan1ORCID,Yang Yang2ORCID

Affiliation:

1. Nanjing University, Nanjing, China

2. Nanjing University of Science and Technology, Nanjing, China

Funder

National Natural Science Foundation of China

Fundamental Research Funds for the Central Universities

Young Elite Scientists Sponsorship Program by CAST

National Key R&D Program of China

Publisher

ACM

Reference69 articles.

1. 2010. Meep: A flexible free-software package for electromagnetic simulations by the FDTD method. Computer Physics Communications 181, 3 ( 2010 ), 687?702. https://doi.org/10.1016/j.cpc.2009.11.008 10.1016/j.cpc.2009.11.008 2010. Meep: A flexible free-software package for electromagnetic simulations by the FDTD method. Computer Physics Communications 181, 3 (2010), 687?702. https://doi.org/10.1016/j.cpc.2009.11.008

2. Lynton Ardizzone Jakob Kruse Carsten Rother and Ullrich Kö the. 2019. Analyzing Inverse Problems with Invertible Neural Networks. In ICLR. OpenReview.net. Lynton Ardizzone Jakob Kruse Carsten Rother and Ullrich Kö the. 2019. Analyzing Inverse Problems with Invertible Neural Networks. In ICLR. OpenReview.net.

3. Kai Arulkumaran , Marc Peter Deisenroth , Miles Brundage, and Anil Anthony Bharath. 2017 . A Brief Survey of Deep Reinforcement Learning. CoRR , Vol. abs/ 1708 .05866 (2017). showeprint[arXiv]1708.05866 Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage, and Anil Anthony Bharath. 2017. A Brief Survey of Deep Reinforcement Learning. CoRR, Vol. abs/1708.05866 (2017). showeprint[arXiv]1708.05866

4. Anne Auger . 2009. Benchmarking the (11) evolution strategy with one-fifth success rule on the BBOB-2009 function testbed . In GECCO, Franz Rothlauf (Ed.). ACM , 2447--2452. https://doi.org/10.1145/1570256.1570342 10.1145/1570256.1570342 Anne Auger. 2009. Benchmarking the (11) evolution strategy with one-fifth success rule on the BBOB-2009 function testbed. In GECCO, Franz Rothlauf (Ed.). ACM, 2447--2452. https://doi.org/10.1145/1570256.1570342

5. Multimodal Machine Learning: A Survey and Taxonomy

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