Free-form optimization of nanophotonic devices: from classical methods to deep learning
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
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
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
2021.09.13 | Reinforcement Learning
Investigating Pixel Robustness using Input Gradients
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Distilling Curiosity for Exploration
2019.07.29 | Reinforcement Learning