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  1. You Only Need Non-hotspot: An Unsupervised Training-Free Method for Layout Hotspot Detection

    Article • ACM Transactions on Design Automation of Electronic Systems, October 2025, ACM (Association for Computing Machinery)

    Ningmu Zou

  2. Delving into Topology Representation for Layout Pattern: A Novel Contrastive Learning Framework for Hotspot Detection

    Article • June 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Ningmu Zou