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• MuxLink: Circumventing Learning-Resilient MUX-Locking Using Graph Neural Network-based Link Prediction
  2021 · 7 citations
• GNNUnlock: Graph Neural Networks-based Oracle-less Unlocking Scheme for Provably Secure Logic Locking
  2020
• UNSAIL: Thwarting Oracle-Less Machine Learning Attacks on Logic Locking
  2020
• PoisonedGNN: Backdoor Attack on Graph Neural Networks-based Hardware Security Systems
  2023
• Always be Pre-Training: Representation Learning for Network Intrusion Detection with GNNs
  2024