An R-GCN-augmented reinforcement learning agent generates analog IC floorplans that, with fine-tuning, beat simulated annealing, genetic algorithms, and particle swarm optimization on area, wirelength, and runtime across six industrial circuits.
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Effective Analog ICs Floorplanning with Relational Graph Neural Networks and Reinforcement Learning
An R-GCN-augmented reinforcement learning agent generates analog IC floorplans that, with fine-tuning, beat simulated annealing, genetic algorithms, and particle swarm optimization on area, wirelength, and runtime across six industrial circuits.