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Journal · TCAD

CircuitFlow: Learning Dynamic Representations for Logic Optimization

Miao Liu , Xinhua Lai , Liwei Ni , Xingyu Meng , Rui Wang , Junfeng Liu , Xingquan Li*, Jungang Xu* · 2026

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Why it matters

CircuitFlow learns dynamic representations for logic optimization, targeting quality gains in synthesis—compare with the iMap / AiMap product line.

Citation entry

Miao Liu , Xinhua Lai , Liwei Ni , Xingyu Meng , Rui Wang , Junfeng Liu , Xingquan Li*, Jungang Xu*. CircuitFlow: Learning Dynamic Representations for Logic Optimization, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2026. (CCF-A)

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