Free-form optimization of nanophotonic devices: from classical methods to deep learning
Nanophotonics 2022
2022.01.12 | Adjoint method, free-form optimization, machine learning, photonic device design, reinforcement learning
Structural optimization of a one-dimensional freeform metagrating deflector via deep reinforcement learning
ACS Photonics 2022
2021.12.30 | Metasurface freeform metagrating structural optimization inverse design deep learning reinforcement learning
Inverse design of organic light-emitting diode structure based on deep neural networks
Nanophotonics 2021
2021.11.04 | Deep neural network, genetic algorithm, inverse design, light extraction efficiency, organic light-emitting diodes
Efficiently Learning the Value Distribution for Actor-Critic Methods
ICML 2021
2021.09.13 | Reinforcement Learning
Investigating Pixel Robustness using Input Gradients
2019.08.30 | Computer Vision
Distilling Curiosity for Exploration
2019.07.29 | Reinforcement Learning