Data-driven metasurface discovery. - Jiaqi Jiang; David Sell; Stephan Hoyer; Jason Hickey; Jianji Yang; Jonathan A. Fan (CoRR, 2018)

A Tip-Extending Soft Robot Enables Reconfigurable and Deployable Antennas. - Laura H. Blumenschein; Lucia T. Gan; Jonathan A. Fan; Allison M. Okamura; Elliot Wright Hawkes (IEEE Robotics Autom. Lett., 2018)

Global optimization of dielectric metasurfaces using a physics-driven neural network. - Jiaqi Jiang; Jonathan A. Fan (CoRR, 2019)

Dataless training of generative models for the inverse design of metasurfaces. - Jiaqi Jiang; Jonathan A. Fan (CoRR, 2019)

Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization. - Fufang Wen; Jiaqi Jiang; Jonathan A. Fan (CoRR, 2019)

Deep neural networks for the evaluation and design of photonic devices. - Jiaqi Jiang; Mingkun Chen; Jonathan A. Fan (CoRR, 2020)

Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks. - Jiaqi Jiang; Jonathan A. Fan (CoRR, 2020)

3D Electromagnetic Reconfiguration Enabled by Soft Continuum Robots. - Lucia T. Gan; Laura H. Blumenschein; Zhe Huang 010; Allison M. Okamura; Elliot W. Hawkes; Jonathan A. Fan (IEEE Robotics Autom. Lett., 2020)

WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization. - Mingkun Chen; Robert Lupoiu; Chenkai Mao; Der-Han Huang; Jiaqi Jiang; Philippe Lalanne; Jonathan A. Fan (CoRR, 2022)

Automated Atomic Silicon Quantum Dot Circuit Design via Deep Reinforcement Learning. - Robert Lupoiu; Samuel S. H. Ng; Jonathan A. Fan; Konrad Walus (CoRR, 2022)

Large-scale global optimization of ultra-high dimensional non-convex landscapes based on generative neural networks. - Jiaqi Jiang; Jonathan A. Fan (CoRR, 2023)

Towards General Neural Surrogate Solvers with Specialized Neural Accelerators. - Chenkai Mao; Robert Lupoiu; Tianxiang Dai; Mingkun Chen; Jonathan A. Fan (ICML, 2024)

A multi-agentic framework for real-time, autonomous freeform metasurface design. - Robert Lupoiu; Yixuan Shao; Tianxiang Dai; Chenkai Mao; Kofi Edee; Jonathan A. Fan (CoRR, 2025)