Selected Publications

Note: * equal contribution

2025

• Du X, Zhong R, Yan J.
  Train on Pins and Test on Obstacles for Rectilinear Steiner Minimum Tree.
  Neural Information Processing Systems (NeurIPS), 2025. code
• Shi L, Zhang S, Du X, Yang N, Yan J.
  DSBRouter: Solving Global Routing via Diffusion Schrodinger Bridge.
  International Conference on Machine Learning. (ICML), 2025. paper.
• Yan R, Zheng L, Du X, Zou H, Guo Y, Jiang J.
  RecurFormer: Not All Transformer Heads Need Self-Attention.
  First Workshop on Scalable Optimization for Efficient and Adaptive Foundation Model. (ICLR SCOPE Workshop), 2025. paper.
• Zhang R *, Du X *, Yan J, Zhang S.
  The Decoupling Concept Bottleneck Model.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025. paper, code

2024

• Zhong R, Du X, Kai S, Tang Z, Xu S, Hao J, Yuan M, Yan J.
  FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation.
  Neural Information Processing Systems (NeurIPS), 2024.
• Du X, Zhong R, Kai S, Tang Z, Xu S, Hao J, Yuan M, Yan J.
  JigsawPlanner: Jigsaw-like Floorplanner for Eliminating Whitespace and Overlap among Complex Rectilinear Modules.
  IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2024.

2023

• (Survey) Zhong R *, Du X *, Kai S, Tang Z, Xu S, Zhen H, Hao J, Xu Q, Yuan M, Yan J.
  LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation.
  arXiv preprint arXiv:2401.12224. paper
• Du X, Wang C, Zhong R, Yan J.
  HubRouter: Learning Global Routing via Hub Generation and Pin-hub Connection.
  Neural Information Processing Systems (NeurIPS), 2023. paper, code

2022

• Du X, Yan J, Zhang R, Zha H.
  Cross-network Skip-gram Embedding for Joint Network Alignment and Link Prediction.
  IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022, 34(3): 1080 - 1095. paper, code

2019

• Du X, Yan J, Zha H.
  Joint Link Prediction and Network Alignment via Cross-graph Embedding.
  International Joint Conference on Artificial Intelligence (IJCAI), 2019: 2251-2257. paper, code

Patents

Note: ✨ 已授权

• ✨一种基于线路生成和顺序选择的强化学习全局布线方法[P]. 上海市：CN116402012B, 2025-06-10.
• ✨知识图谱的噪声识别方法、装置及计算机可读存储介质[P]. 上海市：CN114048322B, 2025-04-15.
• ✨生成对象简称的方法和系统、存储介质以及程序产品[P]. 上海市：CN114282545B, 2024-12-17.
• ✨基于知识图谱的推理方法、装置及计算机可读存储介质[P]. 上海市：CN112989127B, 2024-11-26.
• ✨基于时序关联网络的分析方法、装置及计算机可读存储介质[P]. 上海市：CN115086144B, 2024-10-29.
• ✨交易检测方法、模型的训练方法、装置及计算机可读存储介质[P]. 上海市：CN113011979B, 2024-10-15.
• ✨基于知识图谱的异常结构挖掘方法、装置及可读存储介质[P]. 上海市：CN113704326B, 2024-10-01.
• ✨一种协同训练方法、装置及计算机可读存储介质[P]. 上海市：CN113705662B, 2024-08-02.
• ✨一种确定对象特征的方法及装置[P]. 上海市：CN112380494B, 2023-09-01.
• ✨异常节点识别方法、模型的训练方法、装置及存储介质[P]. 上海市：CN113362157B, 2024-02-09.
• 考虑障碍物回避的直角斯坦纳树构建方法和系统[P]. 上海市：CN117390449A, 2024-01-12.
• 基于二阶段学习路径规划的芯片全局布线实现方法[P]. 上海市： CN116956811A，2023.10.27.
• 生成式可解释的路径规划方法及设备[P]. 上海市：CN116878530A, 2023-10-03.
• 基于改进奖励函数的芯片布局预训练及优化方法[P]. 上海市：CN116362123A, 2023-06-30.
• 一种异常卡识别方法、装置、电子设备及存储介质[P]. 上海市：CN114881783A, 2022-08-09.
• 对序列数据进行特征处理的方法、装置及存储介质[P]. 上海市：CN113239990A, 2021-08-10.
• 知识图谱构建方法、装置、电子设备及存储介质[P]. 上海市：CN110807103A, 2020-02-18.
• 无标签对象的分类和检测套码的方法、装置及计算机可读存储介质[P]. 上海市：CN110781955A, 2020-02-11.