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Implementations of DeepPlace, PRNet, HubRouter and PreRoutGNN.

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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)

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},
  volume={34},
  pages={16508--16519},
  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},
  volume={35},
  pages={26350--26362},
  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={AAAI},
  year={2024}
}