NEURAL NETWORK BASED PHYSICAL SYNTHESIS FOR CIRCUIT DESIGNS

Physical synthesis for a circuit design can include determining, using a processor, features relating to a signal path of the circuit design not meeting a timing requirement, processing the features through a first neural network model using the processor, wherein the first neural network model is trained to indicate an effectiveness of a first physical synthesis optimization, and selectively performing, using the processor, the first physical synthesis optimization for the signal path based upon a result from the first neural network model.