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Jun-Feng Liu

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#graph neural networks Nov 2026

CircuitFlow: Learning Dynamic Representations for Logic Optimization

Graph neural networks (GNNs) have emerged as a powerful tool for learning circuit representation, but largely ignore the dynamic nature of logic optimization (LO), leading to a severe ”domain gap” where embedding quality degrades after heuristic transformations. To address this, we propose CircuitFlow, a framework for...

Miao Liu, Xin-Hua Lai, Li-Wei Ni et al. · IEEE Transactions on Compute... · 0 citations