Synopsys, Inc.

Yi-Chen Lu

Vishal Khandelwal

Siddhartha Nath

Praveen Ghanta

Systems and methods for adjusting a digital circuit design are described. For example, the method may include selecting a first path in the digital circuit design. The first path includes a plurality of gates. The method also includes generating a k-hop neighborhood graph of the first path, encoding the k-hop neighborhood graph into a state vector, and applying a machine learning model to the state vector to determine an adjustment to be made on a first gate of the plurality of gates. The method further includes changing the first gate based on the adjustment.

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Atlanta, GA, United States of America

Yi-Chen Lu