ThyrixYang / IDToolkitLinks
IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics, KDD'23
☆12Updated last year
Alternatives and similar repositories for IDToolkit
Users that are interested in IDToolkit are comparing it to the libraries listed below
Sorting:
- ☆22Updated last year
- 3 physical problems + multiple ML architectures benchmarking☆11Updated 2 years ago
- Code Implementation of AdjointDiffusion: a physics-guided and fabrication-aware optimization of photonic devices☆12Updated last month
- Global optimization based on generative neural networks☆113Updated 2 years ago
- A Neural Operator-based Integrated Photonic Device Simulation Framework, NeurOLight NeurIPS 2022☆47Updated 2 years ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆81Updated 2 years ago
- Code for our paper 'Automatic Synthesis of Broadband Silicon Photonic Devices via Bayesian Optimization'☆14Updated last year
- PyTorch implementation of tandem neural networks.☆22Updated 4 years ago
- Neural operator surrogates for electromagnetic inverse design☆42Updated last year
- Deep Bayesian Optimization for Problems with High-Dimensional Structure☆16Updated 2 years ago
- Official repository for Physics Informed Token Transformer (PITT)☆20Updated last year
- Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Refe…☆21Updated 3 years ago
- ☆12Updated 2 years ago
- Official Repository for LLAMBO "Large Language Models to Enhance Bayesian Optimization"☆85Updated 8 months ago
- ☆13Updated 3 years ago
- ☆59Updated 2 years ago
- ☆12Updated 4 months ago
- Base repository for simulation and control of photonic devices☆12Updated 2 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆177Updated 3 years ago
- Neural Inverse Design of Nanostructures☆43Updated last year
- Repo for paper "Inverse deep learning methods and benchmarks for artificial electromagnetic material design"☆17Updated 3 years ago
- Official implementation of Neural Lithography (SIGGRAPH Asia 2023)☆39Updated 6 months ago
- [NeurIPS2024] DiffPhyCon uses generative models to control complex physical systems☆43Updated this week
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆21Updated 3 years ago
- ☆21Updated 3 months ago
- 📐 Workshop material for optical inverse design and automatic differentiation☆114Updated 5 years ago
- GAN-enabled metasuraface design☆63Updated 4 years ago
- PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design☆30Updated 4 years ago
- Electromagnetic simulation (RCWA) & optimization package in Python☆95Updated 8 months ago
- Scripts for training neural networks resistant to photon shot noise with quantization-aware training, together with the code for simulati…☆18Updated 3 years ago