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Author

Zandro Guinialope

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#reinforcement learning Open access Oct 2026

Architectural Exploration of Reinforcement Learning and Graph Neural Networks for Gate-Level Logic Synthesis in Modern EDA

This review-style study examines how reinforcement learning agents and graph neural networks are being integrated into gate-level logic synthesis for electronic design automation. It discusses how GNN-derived structural embeddings support pre-layout estimation of signal probability and switching activity, how RL agents...

Zandro Guinialope · 0 citations
#reinforcement learning Open access Oct 2026

Architectural Exploration of Reinforcement Learning and Graph Neural Networks for Gate-Level Logic Synthesis in Modern EDA

This review-style study examines how reinforcement learning agents and graph neural networks are being integrated into gate-level logic synthesis for electronic design automation. It discusses how GNN-derived structural embeddings support pre-layout estimation of signal probability and switching activity, how RL agents...

Zandro Guinialope · 0 citations

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