Toward Large-Scale-Qubit Quantum Circuit Simulation in Quantum Machine Learning with cuTN-QSVM
Published in Quantum Techniques in Machine Learning (QTML 2024), 2024
cuTN-QSVM harnesses NVIDIA’s cuTensorNet library (cuQuantum SDK) to accelerate Quantum Support Vector Machine simulations:
- Scalability — executes QSVM circuits with substantially more qubits than CPU-based simulators.
- Speed — delivers major runtime reductions via high-performance GPU tensor-network contractions.
- Practical impact — enables realistic benchmarking of quantum kernels, informing hardware–software co-design for next-generation quantum machine-learning applications.
Recommended citation: Li, Tai-Yue; Chen, Kuan-Cheng; & Wang, Yun-Yuan. (2024). "Toward Large-Scale-Qubit Quantum Circuit Simulation in Quantum Machine Learning with cuTN-QSVM." Proceedings of the Quantum Techniques in Machine Learning (QTML 2024).
Download Paper