# EDA-AI

**Repository Path**: kiloGrand/EDA-AI

## Basic Information

- **Project Name**: EDA-AI
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2024-12-02
- **Last Updated**: 2025-01-23

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Implementations of 
- NeurIPS 2021 paper "On Joint Learning for Solving Placement and Routing in Chip Design" (*DeepPlace*)
- NeurIPS 2022 paper "The Policy-gradient Placement and Generative Routing Neural Networks for Chip Design" (*PRNet*)
- NeurIPS 2023 paper "HubRouter: Learning Global Routing via Hub Generation and Pin-hub Connection" (*HubRouter*)
- AAAI 2024 paper "PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling" (*PreRoutGNN*)
- NeurIPS 2024 paper "FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation" (*FlexPlanner*)

# Citations

If you find our paper/code useful in your research, please citing
```
@article{cheng2021joint,
  title={On Joint Learning for Solving Placement and Routing in Chip Design},
  author={Cheng, Ruoyu and Yan, Junchi},
  journal={Advances in Neural Information Processing Systems},
  year={2021}
}
```

```
@article{cheng2022policy,
  title={The policy-gradient placement and generative routing neural networks for chip design},
  author={Cheng, Ruoyu and Lyu, Xianglong and Li, Yang and Ye, Junjie and Hao, Jianye and Yan, Junchi},
  journal={Advances in Neural Information Processing Systems},
  year={2022}
}
```

```
@inproceedings{du2023hubrouter,
  title = {HubRouter: Learning Global Routing via Hub Generation and Pin-hub Connection},
  author = {Du, Xingbo and Wang, Chonghua and Zhong, Ruizhe and Yan, Junchi},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2023}
}
```

```
@inproceedings{zhong2024preroutgnn,
  title={PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling},
  author={Zhong, Ruizhe and Ye, Junjie and Tang, Zhentao and Kai, Shixiong and Yuan, Mingxuan and Hao, Jianye and Yan, Junchi},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  year={2024}
}
```

```
@inproceedings{zhongflexplanner,
  title={FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation},
  author={Zhong, Ruizhe and Du, Xingbo and Kai, Shixiong and Tang, Zhentao and Xu, Siyuan and Jianye, HAO and Yuan, Mingxuan and Yan, Junchi},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2024}
}
```