Circuit Analysis using GNN

Develop a generalized GNN framework to predict transistor-level circuit performance from netlists, reducing repeated ELDO/SPICE simulations.

Existing SPICE-based simulators (ELDO) are computationally expensive; GNN improves by capturing structural connections.

Predicting propagation delay, power, and area for CMOS digital circuits like inverters, gates, and decoders.

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