DeepCut: Structure-Aware GNN Framework for Efficient Cut Timing Prediction in Logic Synthesis

Lingfeng Zhou, Yilong Zhou, Hao Gong, Zhengyuan Shi, Qiang Xu 0001, Zhufei Chu, Yue Wu, Xiaoyan Yang. DeepCut: Structure-Aware GNN Framework for Efficient Cut Timing Prediction in Logic Synthesis. In 31st Asia and South Pacific Design Automation Conference, ASP-DAC 2026, Lantau, Hong Kong, January 19-22, 2026. pages 297-303, IEEE, 2026. [doi]

@inproceedings{ZhouZGSXCWY26,
  title = {DeepCut: Structure-Aware GNN Framework for Efficient Cut Timing Prediction in Logic Synthesis},
  author = {Lingfeng Zhou and Yilong Zhou and Hao Gong and Zhengyuan Shi and Qiang Xu 0001 and Zhufei Chu and Yue Wu and Xiaoyan Yang},
  year = {2026},
  doi = {10.1109/ASP-DAC66049.2026.11420352},
  url = {https://doi.org/10.1109/ASP-DAC66049.2026.11420352},
  researchr = {https://researchr.org/publication/ZhouZGSXCWY26},
  cites = {0},
  citedby = {0},
  pages = {297-303},
  booktitle = {31st Asia and South Pacific Design Automation Conference, ASP-DAC 2026, Lantau, Hong Kong, January 19-22, 2026},
  publisher = {IEEE},
  isbn = {979-8-3315-9123-6},
}