Benchmarking Deep Inverse Models over time, and the Neural-Adjoint method. - Simiao Ren; Willie Padilla; Jordan M. Malof (NeurIPS, 2020)

Benchmarking Data-driven Surrogate Simulators for Artificial Electromagnetic Materials. - Yang Deng; Juncheng Dong; Simiao Ren; Omar Khatib; Mohammadreza Soltani; Vahid Tarokh; Willie Padilla; Jordan M. Malof (NeurIPS Datasets and Benchmarks, 2021)

Inverse deep learning methods and benchmarks for artificial electromagnetic material design. - Simiao Ren; Ashwin Mahendra; Omar Khatib; Yang Deng; Willie J. Padilla; Jordan M. Malof (CoRR, 2021)

Blaschke Product Neural Networks (BPNN): A Physics-Infused Neural Network for Phase Retrieval of Meromorphic Functions. - Juncheng Dong; Simiao Ren; Yang Deng; Omar Khatib; Jordan M. Malof; Mohammadreza Soltani; Willie Padilla; Vahid Tarokh (ICLR, 2022)

Planar Metamaterial Absorbers for Calibration of Microwave Radiometers for Atmospheric Remote Sensing. - Omar Khatib; Dazhen Gu; Jonah Smith; William R. Deal; Willie J. Padilla; Steven C. Reising (IGARSS, 2022)

Hyperparameter-free deep active learning for regression problems via query synthesis. - Simiao Ren; Yang Deng; Willie J. Padilla; Jordan M. Malof (CoRR, 2022)

Deep Active Learning for Scientific Computing in the Wild. - Simiao Ren; Yang Deng; Willie J. Padilla; Leslie M. Collins; Jordan M. Malof (CoRR, 2023)

Deep Generalized Green's Functions. - Rixi Peng; Juncheng Dong; Jordan M. Malof; Willie J. Padilla; Vahid Tarokh (CoRR, 2023)

Characterization of Microwave Blackbody with Monostatic Measurement. - Dazhen Gu; Jonah Smith; Adam Whitney; Omar Khatib; Natalie Rozman; Amanda Gregg; Willie Padilla; William R. Deal; Steven C. Reising (IGARSS, 2024)

Can Large Language Models Learn the Physics of Metamaterials? An Empirical Study with ChatGPT. - Darui Lu; Yang Deng; Jordan M. Malof; Willie J. Padilla (CoRR, 2024)

Learning Electromagnetic Metamaterial Physics With ChatGPT. - Darui Lu; Yang Deng; Jordan M. Malof; Willie J. Padilla (IEEE Access, 2025)

Deep generalized Green's function. - Rixi Peng; Juncheng Dong; Jordan M. Malof; Willie J. Padilla; Vahid Tarokh (J. Comput. Phys., 2025)

An Agentic Framework for Autonomous Metamaterial Modeling and Inverse Design. - Darui Lu; Jordan M. Malof; Willie J. Padilla (CoRR, 2025)