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Quantumopt – GNN-based quantum circuit compiler (34% gate reduction)

Hacker News

Quantumopt – GNN-based quantum circuit compiler (34% gate reduction)

I'm a CS student with no prior quantum computing background who built this in about a week. quantumopt uses a Graph Attention Network trained on 10,240 quantum circuits to predict optimization potential, then passes to Qiskit's transpiler for hardware-specific compilation targeting IBM Brisbane. Results on 41 real QASMbench circuits: - 34% average gate reduction - 28% average depth reduction - 0 circuits made worse - 82% GNN prediction accuracy Happy to answer questions about the GNN architecture, training pipeline, or quantum compilation approach.

Visit productView on Hacker NewsFeb 26, 2026
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