… its-kind scheme for unlocking provably secure logic locking (PSLL), leveraging a graph neural
network (GNN) that learns the common structural features of the protection logic added by …

… GNNUnlock+ framework for unlocking provably secure logic locking (PSLL) techniques.
GNNUnlock+ leverages a graph neural … features of the added protection logic. The GNN does …

… its-kind scheme for unlocking provably secure logic locking (PSLL), leveraging a graph neural
network (GNN) that learns the common structural features of the protection logic added by …

… its-kind scheme for unlocking provably secure logic locking (PSLL), leveraging a graph neural
network (GNN) that learns the common structural features of the protection logic added by …

… Attacker Model We assume an oracle-less setting where only the locked netlist is available.
An attacker can obtain the locked netlist by reverse-engineering the GDSII in the untrusted …

… GNNUnlock [25], utilizes GNN for node classification of circuits. The dataset for GNNUnlock
is multiple logic-locked circuits of a single benchmark with different key sizes. The model …

… circuits and breaking logic locking in an oracle-less setting [20–22, … GNNUnlock [20, 50] is
an attack on provably secure logic … unlock the design functionality. Unlike OMLA and MuxLink, …

… by developing an oracle-less graph neural network-based … However, it happened to be
a key that unlocks the design. … : GNNUnlock [7], [20] is an attack on provably secure logic …

… By leveraging this observation, we propose a novel graph neural network (GNN)-…
GNNUnlock: Graph neural networks-based oracle-less unlocking scheme for provably secure logic …

… The related GNN attacks work predominantly in an oracle-less … GNNUnlock [6, 7] targets on
provablysecure logic locking (PSLL… GNNUnlock: Graph Neural Networks-based Oracle-less …