2022

Deng, Y., Ren, S., Malof, J., & Padilla, W. J. (2022). Deep inverse photonic design: A tutorial. Photonics and Nanostructures-Fundamentals and Applications, 101070. Link

Ren, S., Mahendra, A., Khatib, O., Deng, Y., Padilla, W. J., & Malof, J. M. (2022). Inverse deep learning methods and benchmarks for artificial electromagnetic material design. Nanoscale, 14(10), 3958-3969. Link

Dong, J., Ren, S., Deng, Y., Khatib, O., Malof, J., Soltani, M., ... & Tarokh, V. (2022). Blaschke Product Neural Networks (BPNN): A Physics-Infused Neural Network for Phase Retrieval of Meromorphic Functions. ICLR2022. Link

2021

Deng, Y., Dong, J., Ren, S., Khatib, O., Soltani, M., Tarokh, V., ... & Malof, J. (2021). Benchmarking Data-driven Surrogate Simulators for Artificial Electromagnetic Materials. In Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track. Link

Deng, Y., Ren, S., Fan, K., Malof, J. M., & Padilla, W. J. (2021). Neural-adjoint method for the inverse design of all-dielectric metasurfaces. Optics Express, 29(5), 7526-7534. Link