SynCircuit generates new, structurally valid RTL circuits with a directed-cyclic-graph diffusion model plus post-processing and MCTS, and shows they improve ML-based PPA prediction when added to training data.
Versatile multi-stage graph neural network for circuit representation,
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SynCircuit: Automated Generation of New Synthetic RTL Circuits Can Enable Big Data in Circuits
SynCircuit generates new, structurally valid RTL circuits with a directed-cyclic-graph diffusion model plus post-processing and MCTS, and shows they improve ML-based PPA prediction when added to training data.